Tag
#llm
4 posts tagged llm.
- mlops
LLM Fine Tuning: Methods, Training Data, and Evaluation
A practitioner's guide to llm fine tuning — how to pick between SFT, LoRA, and DPO, what your training data actually needs, and how to validate a
- monitoring
LLM Testing: A Guide to Evals, Metrics, and Production Monitoring
LLM testing spans offline evals, CI gate checks, and live production monitoring — three distinct jobs that need different tools.
- mlops
LLM Benchmarks Explained: What the Numbers Mean and Miss
A practical guide to the major LLM benchmarks — MMLU, HumanEval, GPQA Diamond, SWE-bench — what they actually test, why saturation makes most scores
- mlops
LLM Fine Tuning in Production: A Practical MLOps Guide
When to use LLM fine tuning over RAG, how LoRA and QLoRA cut GPU costs, and what to monitor after you ship a fine-tuned model — for ML engineers who own