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⚡MediumFine-Tuning & TrainingPREMIUM

Instruction Tuning & Chat Templates

Master instruction tuning (SFT) and chat templates. Learn how raw base models are transformed into helpful assistants using structured data, loss masking, and sequence packing.

What you'll master
SFT on instruction datasets
Chat template formats (ChatML, Llama)
System/User/Assistant roles
Data quality vs quantity (LIMA)
Loss masking for user tokens
Conversation packing strategies
Self-Instruct methodology
Chat template mismatch debugging
Medium25 min readIncludes code examples, architecture diagrams, and expert-level follow-up questions.

Premium Content

Unlock the full breakdown with architecture diagrams, model answers, rubric scoring, and follow-up analysis.

Code examplesArchitecture diagramsModel answersScoring rubricCommon pitfallsFollow-up Q&A

Want the Full Breakdown?

Premium includes detailed model answers, architecture diagrams, scoring rubrics, and 64 additional articles.