Optimizing RAG Systems and Fine-Tuning Models
Improving retrieval-augmented generation and fine-tuning models from development to production, from the AI-300 outline.
MSAZ-263 12 lessons planned ▶ Video lessons coming soon
Offered by HSM University · Microsoft Certification Prep
Course content
- 1Diagnosing a weak RAG systemComing
- 2Chunk size and overlapComing
- 3Similarity thresholds and retrieval strategiesComing
- 4Choosing embedding modelsComing
- 5Hybrid search and rerankingComing
- 6A/B testing RAG changesComing
- 7When to fine-tuneComing
- 8Fine-tuning methodsComing
- 9Synthetic data for fine-tuningComing
- 10Evaluating fine-tuned modelsComing
- 11Serving and managing fine-tuned modelsComing
- 12An optimization case studyComing
Requirements
Recommended background. You can start any course at any time.
Description
Improving retrieval-augmented generation and fine-tuning models from development to production, from the AI-300 outline.