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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-capstone-lesson-28-observability-with-otel-genai-spans-and-prometheus-metrics-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-29-end-to-end-coding-task-demo/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-capstone-lesson-29-end-to-end-coding-agent-on-the-harness-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-30-bpe-tokenizer-from-scratch/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-bpe-tokenizer-from-scratch-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-31-tokenized-dataset-sliding-window/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-tokenized-dataset-with-sliding-window-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-32-token-positional-embeddings/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-token-and-positional-embeddings-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-33-multihead-self-attention/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-multi-head-self-attention-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-34-transformer-block/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-transformer-block-from-scratch-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-35-gpt-model-assembly/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-gpt-model-assembly-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-36-training-loop-eval/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-training-loop-and-evaluation-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-37-loading-pretrained-weights/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-loading-pretrained-weights-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-38-classifier-finetuning/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-capstone-lesson-38-classifier-fine-tuning-by-head-swap-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-39-instruction-tuning-sft/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-capstone-lesson-39-instruction-tuning-by-supervised-fine-tuning-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-40-dpo-from-scratch/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-capstone-lesson-40-direct-preference-optimization-from-scratch-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-41-eval-pipeline/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-capstone-lesson-41-full-evaluation-pipeline-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-42-large-corpus-downloader/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-large-corpus-downloader-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-43-hdf5-tokenized-corpus/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-hdf5-tokenized-corpus-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-44-cosine-lr-warmup/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-cosine-lr-with-linear-warmup-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-45-gradient-clipping-amp/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-gradient-clipping-and-mixed-precision-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-46-gradient-accumulation/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-gradient-accumulation-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-47-checkpoint-save-resume/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-checkpoint-save-and-resume-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-48-distributed-fsdp-ddp/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-distributed-data-parallel-and-fsdp-from-scratch-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-19-49-lm-eval-harness/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-language-model-evaluation-harness-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-finops-for-llms-unit-economics-and-multi-tenant-attribution-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-28-self-hosted-serving-selection/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-self-hosted-serving-selection-matching-engine-to-hardware-and-scale-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-29-model-demo-interfaces/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-model-demo-interfaces-from-a-function-to-a-shareable-app-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-project/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-introduction/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-01-instruction-following-alignment-signal/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-instruction-following-as-alignment-signal-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-02-reward-hacking-goodhart/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-reward-hacking-and-goodharts-law-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-03-direct-preference-optimization-family/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-the-direct-preference-optimization-family-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-04-sycophancy-rlhf-amplification/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-sycophancy-as-rlhf-amplification-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-05-constitutional-ai-rlaif/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-constitutional-ai-and-rlaif-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-06-mesa-optimization-deceptive-alignment/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-mesa-optimization-and-deceptive-alignment-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-07-sleeper-agents-persistent-deception/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-sleeper-agents-persistent-deception-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-08-in-context-scheming-frontier-models/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-in-context-scheming-in-frontier-models-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-09-alignment-faking/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-alignment-faking-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-10-ai-control-subversion/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-ai-control-safety-despite-subversion-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-11-scalable-oversight-weak-to-strong/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-scalable-oversight-and-weak-to-strong-generalization-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-12-red-teaming-pair-automated-attacks/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-red-teaming-pair-and-automated-attacks-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-13-many-shot-jailbreaking/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-many-shot-jailbreaking-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-14-ascii-art-visual-jailbreaks/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-ascii-art-and-visual-jailbreaks-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-15-indirect-prompt-injection/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-indirect-prompt-injection-production-attack-surface-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-16-red-team-tooling-garak-llamaguard-pyrit/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-red-team-tooling-garak-llama-guard-pyrit-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-17-wmdp-dual-use-evaluation/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-wmdp-and-dual-use-capability-evaluation-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-18-frontier-safety-frameworks-rsp-pf-fsf/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-frontier-safety-frameworks-rsp-pf-fsf-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-19-model-welfare-research/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-anthropics-model-welfare-program-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-20-bias-representational-harm/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-bias-and-representational-harm-in-llms-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-21-fairness-criteria-group-individual-counterfactual/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-fairness-criteria-group-individual-counterfactual-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-22-differential-privacy-for-llms/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-differential-privacy-for-llms-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-23-watermarking-synthid-stable-signature-c2pa/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-watermarking-synthid-stable-signature-c2pa-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-24-regulatory-frameworks-eu-us-uk-korea/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-18-regulatory-frameworks-eu-us-uk-korea-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-18-25-echoleak-cves-for-ai/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-introduction/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-01-managed-llm-platforms/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-managed-llm-platforms-bedrock-vertex-ai-azure-openai-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-02-inference-platform-economics/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-inference-platform-economics-fireworks-together-baseten-modal-replicate-anyscale-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-03-gpu-autoscaling-kubernetes/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-gpu-autoscaling-on-kubernetes-karpenter-kai-scheduler-gang-scheduling-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-04-vllm-serving-internals/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-serving-engine-internals-pagedattention-continuous-batching-chunked-prefill-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-05-eagle3-speculative-decoding/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-eagle-3-speculative-decoding-in-production-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-06-sglang-radixattention/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-prefix-cache-serving-radixattention-and-kv-reuse-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-07-tensorrt-llm-blackwell/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-hardware-specialized-inference-compilation-fp8-and-nvfp4-on-blackwell-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-08-inference-metrics-goodput/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-inference-metrics-ttft-tpot-itl-goodput-p99-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-09-production-quantization/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-production-quantization-awq-gptq-gguf-k-quants-fp8-mxfp4-nvfp4-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-10-cold-start-mitigation/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-cold-start-mitigation-for-serverless-llms-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-11-multi-region-kv-locality/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-multi-region-llm-serving-and-kv-cache-locality-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-12-edge-inference/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-edge-inference-apple-neural-engine-qualcomm-hexagon-webgpu-webllm-jetson-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-13-llm-observability/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-llm-observability-stack-selection-check/</loc>
	</url>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-14-prompt-semantic-caching/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-prompt-caching-and-semantic-caching-economics-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-15-batch-apis/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-batch-apis-the-50-discount-as-industry-standard-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-16-model-routing/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-model-routing-as-a-cost-reduction-primitive-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-17-disaggregated-prefill-decode/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-disaggregated-prefill-decode-nvidia-dynamo-and-llm-d-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-18-vllm-production-stack-lmcache/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-17-production-serving-stack-kv-offloading-and-cache-aware-routing-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-19-ai-gateways/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-17-20-shadow-canary-progressive/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-34-repo-memory-and-state/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-35-initialization-scripts/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-40-multi-session-handoff/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-42-agent-workbench-capstone/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-50-choose-the-smallest-testable-slice/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-14-choose-the-smallest-slice-that-can-change-the-decision-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-05-supervisor-orchestrator-pattern/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-06-hierarchical-architecture/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-07-society-of-mind-debate/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-08-role-specialization/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-09-parallel-swarm-networks/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-10-group-chat-speaker-selection/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-11-handoffs-and-routines/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-12-a2a-protocol/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-13-shared-memory-blackboard/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-14-consensus-and-bft/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-15-voting-debate-topology/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-16-negotiation-bargaining/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-17-generative-agents-simulation/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-18-theory-of-mind-coordination/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-19-swarm-optimization-pso-aco/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-20-marl-maddpg-qmix-mappo/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-21-agent-economies/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-22-production-scaling-queues-checkpoints/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-23-failure-modes-mast-groupthink/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-24-evaluation-coordination-benchmarks/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-25-case-studies-2026-sota/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-16-project/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-29-mcp-reliability-cancellation-and-flow-control/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-mcp-reliability-cancellation-and-flow-control-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-30-mcp-registry-supply-chain-and-drift/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-mcp-registry-supply-chain-admission-drift-and-rollback-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-31-mcp-conformance-versioning-and-operations/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-mcp-conformance-engineering-versioning-evidence-and-operations-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-32-program-anatomy-elf-from-scratch/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-program-anatomy-an-elf-reader-from-scratch-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-33-disassembly-and-control-flow/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-34-lifting-to-pseudocode/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-lifting-to-pseudocode-ir-ssa-and-structuring-from-scratch-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-35-evidence-confidence-and-unknowns/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-evidence-confidence-and-unknowns-in-binary-analysis-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-36-rebuild-and-prove-equal/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-37-the-reverse-engineering-landscape/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-38-calling-conventions-and-stack-frames/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-39-compiler-idioms-and-optimization/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-40-linking-loading-and-stripped-binaries/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-41-recovering-data-and-types/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-43-bytecode-and-managed-formats/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-44-binary-diffing-and-symbolic-execution/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-binary-diffing-and-symbolic-execution-matching-functions-and-solving-for-inputs-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-45-ai-assisted-reverse-engineering/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-project/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-introduction/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-02-rewoo-plan-and-execute/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-14-rewoo-and-plan-and-execute-decoupled-planning-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-03-reflexion-verbal-rl/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-04-tree-of-thoughts-lats/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-14-tree-of-thoughts-and-lats-deliberate-search-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-05-self-refine-and-critic/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-14-self-refine-and-critic-iterative-output-improvement-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-06-tool-use-and-function-calling/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-14-tool-use-and-function-calling-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-07-memory-virtual-context-memgpt/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-14-agent-memory-virtual-context-and-memory-paging-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-08-memory-blocks-sleep-time-compute/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-14-memory-blocks-and-sleep-time-compute-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-09-hybrid-memory-mem0/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-11-planning-htn-and-evolutionary/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-12-anthropic-workflow-patterns/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-13-langgraph-stateful-graphs/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-14-autogen-actor-model/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-15-crewai-role-based-crews/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-14-role-based-agent-teams-roles-tasks-processes-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-16-openai-agents-sdk/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-17-claude-agent-sdk/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-14-the-harness-as-a-library-subagents-and-session-store-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-18-agno-and-mastra-runtimes/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-14-production-agent-runtimes-fast-instantiation-and-typed-workflows-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-19-benchmarks-swebench-gaia/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-14-benchmarks-swe-bench-gaia-agentbench-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-14-20-benchmarks-webarena-osworld/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-17-mcp-gateways-and-registries/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-stateless-mcp-gateways-and-registry-admission-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-18-mcp-auth-production/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-19-a2a-protocol/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-20-opentelemetry-genai/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-21-llm-routing-layer/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-22-skills-and-agent-sdks/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-agent-skills-portable-contract-and-runtime-boundary-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-23-capstone-tool-ecosystem/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-capstone-stateless-tool-ecosystem-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-24-skill-discovery-and-progressive-disclosure/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-skill-discovery-and-progressive-disclosure-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-25-skill-invocation-and-routing/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-skill-invocation-and-routing-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-26-skill-permissions-sandboxes-and-trust/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-skill-permissions-sandboxes-and-trust-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-27-skill-evals-packaging-and-portability/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-skill-evals-packaging-and-portability-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-28-mcp-tool-contracts-and-content/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-mcp-tool-contracts-and-content-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-prompt-engineering-techniques-patterns-check-2/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-embeddings-vector-representations-check-2/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-fine-tuning-with-lora-qlora-check-2/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-function-calling-tool-use-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-evaluation-testing-llm-applications-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-caching-rate-limiting-cost-optimization-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-guardrails-safety-content-filtering-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-07-latent-diffusion-stable-diffusion/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-08-controlnet-lora-conditioning/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-09-inpainting-outpainting-editing/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-10-video-generation/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-11-audio-generation/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-12-3d-generation/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-13-flow-matching-rectified-flows/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-14-evaluation-fid-clip-score/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-19-visual-autoregressive-var/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-project/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-9-introduction/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-9-01-mdps-states-actions-rewards/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-9-02-dynamic-programming/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-9-03-monte-carlo-methods/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-9-04-q-learning-sarsa/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-9-05-dqn/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-9-06-policy-gradients-reinforce/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-9-07-actor-critic-a2c-a3c/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-9-08-ppo/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-9-09-reward-modeling-rlhf/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-9-10-multi-agent-rl/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-9-11-sim-to-real-transfer/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-9-12-rl-for-games/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-9-project/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-introduction/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-01-tokenizers/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-10-tokenizers-bpe-wordpiece-sentencepiece-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-02-building-a-tokenizer/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-10-building-a-tokenizer-from-scratch-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-03-data-pipelines/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-10-data-pipelines-for-pre-training-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-04-pre-training-mini-gpt/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-10-pre-training-a-mini-gpt-124m-parameters-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-05-scaling-distributed/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-10-scaling-distributed-training-fsdp-deepspeed-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-06-instruction-tuning-sft/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-10-instruction-tuning-sft-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-07-rlhf/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-10-rlhf-reward-model-ppo-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-08-dpo/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-10-dpo-direct-preference-optimization-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-09-constitutional-ai-self-improvement/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-10-evaluation/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-10-evaluation-benchmarks-evals-lm-harness-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-11-quantization/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-10-quantization-making-models-fit-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-12-inference-optimization/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-10-inference-optimization-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-13-building-complete-llm-pipeline/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-14-open-models-architecture-walkthroughs/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-15-speculative-decoding-eagle3/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-16-differential-attention-v2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-17-native-sparse-attention/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-18-multi-token-prediction/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-19-dualpipe-parallelism/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-20-deepseek-v3-walkthrough/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-21-jamba-hybrid-ssm-transformer/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-22-async-hogwild-inference/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-25-speculative-decoding/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-34-gradient-checkpointing/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-10-project/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-introduction/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-01-prompt-engineering/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-02-few-shot-cot/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-few-shot-chain-of-thought-tree-of-thought-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-03-structured-outputs/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-structured-outputs-json-schema-validation-constrained-decoding-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-04-embeddings/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-05-context-engineering/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-context-engineering-windows-budgets-memory-and-retrieval-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-06-rag/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-rag-retrieval-augmented-generation-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-07-advanced-rag/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-advanced-rag-chunking-reranking-hybrid-search-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-08-fine-tuning-lora/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-09-function-calling/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-10-evaluation/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-11-caching-cost/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-12-guardrails/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-13-production-app/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-building-a-production-llm-application-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-14-model-context-protocol/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-model-context-protocol-mcp-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-15-prompt-caching/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-prompt-caching-and-context-caching-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-16-langgraph-state-machines/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-agent-state-machines-graphs-nodes-checkpoints-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-17-agent-framework-tradeoffs/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-agent-framework-tradeoffs-graph-role-and-actor-orchestration-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-11-project/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-introduction/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-01-vision-transformer-patch-tokens/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-02-clip-contrastive-pretraining/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-03-blip2-qformer-bridge/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-04-flamingo-gated-cross-attention/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-05-llava-visual-instruction-tuning/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-06-any-resolution-patch-n-pack/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-07-open-weight-vlm-recipes/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-08-llava-onevision-single-multi-video/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-09-qwen-vl-family-dynamic-fps/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-10-internvl3-native-multimodal/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-11-chameleon-early-fusion-tokens/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-12-emu3-next-token-for-generation/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-13-transfusion-autoregressive-diffusion/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-14-show-o-discrete-diffusion-unified/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-15-janus-pro-decoupled-encoders/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-16-mio-any-to-any-streaming/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-17-video-language-temporal-grounding/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-18-long-video-million-token/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-19-audio-language-whisper-to-af3/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-20-omni-models-thinker-talker/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-21-embodied-vlas-openvla-pi0-groot/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-22-document-diagram-understanding/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-23-colpali-vision-native-rag/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-24-multimodal-rag-cross-modal/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-25-multimodal-agents-computer-use/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-12-project/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-introduction/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-01-the-tool-interface/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-02-function-calling-deep-dive/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-03-parallel-and-streaming-tool-calls/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-04-structured-output/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-05-tool-schema-design/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-06-mcp-fundamentals/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-mcp-fundamentals-stateless-requests-and-json-rpc-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-07-building-an-mcp-server/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-building-an-mcp-server-stateless-python-and-typescript-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-08-building-an-mcp-client/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-building-an-mcp-client-discovery-routing-and-dual-era-fallback-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-09-mcp-transports/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-mcp-transports-stdio-and-stateless-streamable-http-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-10-mcp-resources-and-prompts/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-mcp-resources-and-prompts-addressable-context-for-stateless-servers-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-11-mcp-sampling/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-mcp-model-input-sampling-migration-and-stateless-mrtr-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-12-mcp-roots-and-elicitation/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-explicit-scope-and-stateless-elicitation-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-13-mcp-async-tasks/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-mcp-tasks-extension-durable-work-on-a-stateless-core-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-14-mcp-apps/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-mcp-apps-on-the-stateless-protocol-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-15-mcp-security-tool-poisoning/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-13-mcp-security-poisoned-metadata-routing-and-mrtr-state-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-13-16-mcp-security-oauth-2-1/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-topic-modeling-lda-and-bertopic-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-diffusion-transformers-rectified-flow-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-16-text-generation-pre-transformer/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-sam-3-open-vocabulary-segmentation-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-text-generation-before-transformers-n-gram-language-models-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-monocular-depth-geometry-estimation-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-17-chatbots-rule-to-neural/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-multi-object-tracking-video-memory-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-chatbots-rule-based-to-neural-to-llm-agents-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-world-models-video-diffusion-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-18-multilingual-nlp/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-structured-outputs-constrained-decoding-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-multilingual-nlp-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-entity-linking-disambiguation-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-19-subword-tokenization/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-relation-extraction-knowledge-graph-construction-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-subword-tokenization-bpe-wordpiece-unigram-sentencepiece-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-20-structured-outputs-constrained-decoding/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-21-nli-textual-entailment/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-natural-language-inference-textual-entailment-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-22-embedding-models-deep-dive/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-embedding-models-the-2026-deep-dive-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-23-chunking-strategies-rag/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-chunking-strategies-for-rag-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-24-coreference-resolution/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-coreference-resolution-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-25-entity-linking/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-26-relation-extraction-kg/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-27-llm-evaluation-frameworks/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-llm-evaluation-ragas-deepeval-g-eval-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-28-long-context-evaluation/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-long-context-evaluation-niah-ruler-longbench-mrcr-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-29-dialogue-state-tracking/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-dialogue-state-tracking-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-project/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-introduction/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-01-audio-fundamentals/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-02-spectrograms-mel-features/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-03-audio-classification/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-04-speech-recognition-asr/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-05-whisper-architecture-finetuning/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-06-speaker-recognition-verification/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-07-text-to-speech/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-08-voice-cloning-conversion/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-09-music-generation/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-10-audio-language-models/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-11-real-time-audio-processing/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-12-voice-assistant-pipeline/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-13-neural-audio-codecs/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-14-voice-activity-detection-turn-taking/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-15-streaming-speech-to-speech-moshi-hibiki/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-16-anti-spoofing-audio-watermarking/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-17-audio-evaluation-metrics/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-6-project/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-introduction/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-01-why-transformers/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-02-self-attention-from-scratch/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-7-self-attention-from-scratch-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-03-multi-head-attention/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-04-positional-encoding/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-05-full-transformer/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-06-bert-masked-language-modeling/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-07-gpt-causal-language-modeling/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-08-t5-bart-encoder-decoder/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-09-vision-transformers/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-10-audio-transformers-whisper/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-11-mixture-of-experts/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-12-kv-cache-flash-attention/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-13-scaling-laws/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-14-build-a-transformer-capstone/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-15-attention-variants/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-16-speculative-decoding/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-7-project/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-introduction/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-01-generative-models-taxonomy-history/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-02-autoencoders-vae/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-03-gans-generator-discriminator/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-04-conditional-gans-pix2pix/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-05-stylegan/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-8-06-diffusion-ddpm-from-scratch/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-16-vision-pipeline-capstone/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-build-a-complete-vision-pipeline-capstone-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-17-self-supervised-vision/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-self-supervised-vision-simclr-dino-mae-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-18-open-vocab-clip/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-open-vocabulary-vision-clip-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-19-ocr-document-understanding/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-20-image-retrieval-metric/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-21-keypoint-pose/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-22-3d-gaussian-splatting/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-3d-gaussian-splatting-from-scratch-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-23-diffusion-transformers-rectified-flow/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-24-sam3-open-vocab-segmentation/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-25-vision-language-models/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-vision-language-models-the-vit-mlp-llm-pattern-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-26-monocular-depth/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-27-multi-object-tracking/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-28-world-models-video-diffusion/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-project/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-introduction/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-01-text-processing/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-text-processing-tokenization-stemming-lemmatization-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-02-bag-of-words-tfidf/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-bag-of-words-tf-idf-and-text-representation-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-03-word-embeddings-word2vec/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-word-embeddings-word2vec-from-scratch-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-04-glove-fasttext-subword/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-glove-fasttext-and-subword-embeddings-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-05-sentiment-analysis/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-sentiment-analysis-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-06-named-entity-recognition/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-named-entity-recognition-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-07-pos-tagging-parsing/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-pos-tagging-and-syntactic-parsing-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-08-cnns-rnns-for-text/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-cnns-and-rnns-for-text-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-09-sequence-to-sequence/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-sequence-to-sequence-models-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-10-attention-mechanism/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-attention-mechanism-the-breakthrough-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-11-machine-translation/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-machine-translation-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-12-text-summarization/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-text-summarization-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-13-question-answering/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-question-answering-systems-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-14-information-retrieval-search/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-ocr-document-understanding-check-2/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-information-retrieval-and-search-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-image-retrieval-metric-learning-check-2/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-5-15-topic-modeling/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-keypoint-detection-pose-estimation-check-2/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-0-python-for-ai-engineering-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-0-project/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-introduction/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-01-linear-algebra-intuition/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-linear-algebra-intuition-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-02-vectors-matrices-operations/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-03-matrix-transformations/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-matrix-transformations-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-04-calculus-for-ml/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-calculus-for-machine-learning-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-05-chain-rule-and-autodiff/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-06-probability-and-distributions/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-probability-and-distributions-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-07-bayes-theorem/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-bayes-theorem-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-08-optimization/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-optimization-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-09-information-theory/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-information-theory-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-10-dimensionality-reduction/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-dimensionality-reduction-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-11-singular-value-decomposition/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-singular-value-decomposition-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-12-tensor-operations/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-tensor-operations-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-13-numerical-stability/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-numerical-stability-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-14-norms-and-distances/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-norms-and-distances-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-15-statistics-for-ml/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-statistics-for-machine-learning-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-16-sampling-methods/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-sampling-methods-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-17-linear-systems/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-linear-systems-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-18-convex-optimization/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-convex-optimization-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-19-complex-numbers/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-complex-numbers-for-ai-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-20-fourier-transform/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-the-fourier-transform-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-21-graph-theory/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-graph-theory-for-machine-learning-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-22-stochastic-processes/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-stochastic-processes-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-1-project/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-introduction/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-01-what-is-machine-learning/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-what-is-machine-learning-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-02-linear-regression/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-linear-regression-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-03-logistic-regression/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-logistic-regression-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-04-decision-trees/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-decision-trees-and-random-forests-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-05-support-vector-machines/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-support-vector-machines-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-06-knn-and-distances/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-k-nearest-neighbors-and-distances-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-07-unsupervised-learning/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-unsupervised-learning-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-08-feature-engineering/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-09-model-evaluation/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-model-evaluation-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-10-bias-variance/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-bias-variance-tradeoff-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-11-ensemble-methods/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-ensemble-methods-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-12-hyperparameter-tuning/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-hyperparameter-tuning-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-13-ml-pipelines/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-ml-pipelines-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-14-naive-bayes/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-naive-bayes-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-15-time-series/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-time-series-fundamentals-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-16-anomaly-detection/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-anomaly-detection-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-17-imbalanced-data/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-handling-imbalanced-data-check/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-18-feature-selection/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-feature-selection-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-19-ml-system-design/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-ml-system-design-from-problem-to-deployed-model-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-20-model-monitoring-and-drift/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-monitoring-models-in-production-data-drift-and-concept-drift-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-21-feature-stores-and-training-serving-skew/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-feature-stores-and-training-serving-skew-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-2-project/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-3-introduction/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-3-01-the-perceptron/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-3-the-perceptron-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-3-02-multi-layer-networks/</loc>
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		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-3-multi-layer-networks-and-forward-pass-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-3-03-backpropagation/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-3-backpropagation-from-scratch-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-3-04-activation-functions/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-3-activation-functions-check/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-3-05-loss-functions/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-3-loss-functions-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-3-06-optimizers/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-3-optimizers-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-3-07-regularization/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-3-regularization-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-3-08-weight-initialization/</loc>
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	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-3-weight-initialization-and-training-stability-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-3-09-learning-rate-schedules/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-3-learning-rate-schedules-and-warmup-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-3-10-mini-framework/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-3-build-your-own-mini-framework-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-3-11-intro-to-pytorch/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-3-introduction-to-pytorch-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-3-12-intro-to-jax/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-3-introduction-to-jax-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-3-13-debugging-neural-networks/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-3-debugging-neural-networks-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-3-project/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-introduction/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-01-image-fundamentals/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-image-fundamentals-pixels-channels-color-spaces-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-02-convolutions-from-scratch/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-convolutions-from-scratch-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-03-cnns-lenet-to-resnet/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-cnns-lenet-to-resnet-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-04-image-classification/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-image-classification-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-05-transfer-learning/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-06-object-detection-yolo/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-object-detection-yolo-from-scratch-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-07-semantic-segmentation-unet/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-semantic-segmentation-u-net-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-08-instance-segmentation-mask-rcnn/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-instance-segmentation-mask-r-cnn-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-09-image-generation-gans/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-image-generation-gans-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-10-image-generation-diffusion/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-image-generation-diffusion-models-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-11-stable-diffusion/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-12-video-understanding/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-video-understanding-temporal-modeling-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-13-3d-vision-nerf/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-14-vision-transformers/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-vision-transformers-vit-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-4-15-real-time-edge/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-real-time-vision-edge-deployment-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-vectors-matrices-operations-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-chain-rule-automatic-differentiation-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-feature-engineering-selection-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-transfer-learning-fine-tuning-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-stable-diffusion-architecture-fine-tuning-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-3d-vision-point-clouds-nerfs-check-2/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-0-introduction/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-0-01-dev-environment/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-0-dev-environment-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-0-02-git-and-collaboration/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-0-03-gpu-setup-and-cloud/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-0-04-apis-and-keys/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-0-05-jupyter-notebooks/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-0-jupyter-notebooks-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-0-06-python-environments/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-0-python-environments-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-0-07-docker-for-ai/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-0-docker-for-ai-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-0-08-editor-setup/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-0-editor-setup-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-0-09-data-management/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-0-data-management-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-0-10-terminal-and-shell/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-0-11-linux-for-ai/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-0-linux-for-ai-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-0-12-debugging-and-profiling/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-0-debugging-and-profiling-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/lessons/phase-0-13-python-for-ai-engineering/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-19-capstone-11-llm-observability-eval-dashboard-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-prompt-engineering-techniques-patterns-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-embeddings-vector-representations-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-fine-tuning-with-lora-qlora-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-function-calling-tool-use-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-evaluation-testing-llm-applications-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-caching-rate-limiting-cost-optimization-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-11-guardrails-safety-content-filtering-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-structured-outputs-constrained-decoding-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-entity-linking-disambiguation-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-5-relation-extraction-knowledge-graph-construction-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-world-models-video-diffusion-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-transfer-learning-fine-tuning-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-stable-diffusion-architecture-fine-tuning-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-3d-vision-point-clouds-nerfs-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-ocr-document-understanding-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-image-retrieval-metric-learning-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-keypoint-detection-pose-estimation-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-diffusion-transformers-rectified-flow-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-sam-3-open-vocabulary-segmentation-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-monocular-depth-geometry-estimation-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-4-multi-object-tracking-video-memory-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-0-git-collaboration-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-0-gpu-setup-cloud-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-0-apis-keys-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-0-terminal-shell-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-vectors-matrices-operations-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-1-chain-rule-automatic-differentiation-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/quizzes/phase-2-feature-engineering-selection-check/</loc>
	</url>
	<url>
		<loc>https://lms.evotech.au/courses/ai-engineering-from-scratch/</loc>
	</url>
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