LEARN_ML_MODEL_FINETUNING Expanded Projects
This folder contains expanded deep-dive files for each project in LEARN_ML_MODEL_FINETUNING.md.
Index
| Project | File |
|---|---|
| Project 1: Cats vs Dogs Image Classifier | P01-cats-vs-dogs-image-classifier.md |
| Project 2: Pneumonia Detection from X-Rays | P02-pneumonia-detection-xray.md |
| Project 3: Movie Review Sentiment Analyzer | P03-movie-review-sentiment-analyzer.md |
| Project 4: Sarcastic AI Chatbot (SFT) | P04-sarcastic-chatbot-sft.md |
| Project 5: LoRA Adapter for a 7B Assistant | P05-lora-adapter-7b-chatbot.md |
| Project 6: QLoRA Support Ticket Specialist | P06-qlora-support-ticket-adapter.md |
| Project 7: DPO for Helpfulness vs Safety | P07-dpo-helpfulness-harmlessness.md |
| Project 8: ORPO on Synthetic Preference Pairs | P08-orpo-synthetic-preferences.md |
| Project 9: Tool-Calling JSON Instruction Tune | P09-tool-calling-json-instruction-tune.md |
| Project 10: Multilingual Support Fine-Tune | P10-multilingual-support-finetune.md |
| Project 11: Vision-Language Receipt Understanding Adapter | P11-vlm-receipt-understanding.md |
| Project 12: RAG Citation Discipline Fine-Tune | P12-rag-citation-discipline-tune.md |
| Project 13: Teacher-Student Distillation Sprint | P13-teacher-student-distillation.md |
| Project 14: Quantized Serving and Adapter Merge Benchmark | P14-quantized-serving-benchmark.md |
| Project 15: Continuous Fine-Tuning with Drift Operations | P15-continuous-finetune-drift-ops.md |