References

DE Senior Python AI Engineer — EY.

Tech S and T AI Engineer ISR Senior GDSF02 — EY.

Attention Is All You Need — Vaswani and colleagues.

LoRA Low Rank Adaptation of Large Language Models — Hu and colleagues.

QLoRA Efficient Finetuning of Quantized LLMs — Dettmers and colleagues.

LangGraph overview — LangChain documentation.

Graph API overview and reducers — LangChain documentation.

Model Context Protocol specification — Model Context Protocol.

Liveness Readiness and Startup Probes — Kubernetes documentation.

Optimizing Model Parameters — PyTorch tutorials.

Common pitfalls and recommended practices — Scikit learn documentation.

Cross validation evaluating estimator performance — Scikit learn documentation.

Implementing SLOs — Google SRE Workbook.

Service Level Objectives — Google SRE Book.