FuturePathAI / Learn-AI-Engineering

Code, notebooks, and other material for FuturePath AI's training course on Generative AI
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Performance Metrics & Validation #44

Open NirantK opened 6 months ago

NirantK commented 6 months ago
  1. Classification: Precision, Recall, F1
  2. Regression: MSE, MAE
  3. Ranking: nDCG, MRR, MAP

Classification metrics will be somewhat covered in #42 as well, and search metrics will have a primer in #43 . This section is to go into detail and build intuition for these metrics. Cite from Chris Manning's IR book. Relevant Stanford CS229 lectures.

Build the best primer on ML Metrics for Engineers.

Note that this is a 2 hour lecture. You've space to do the best!

Filename: Week2-Lecture0-Performance-Metrics-Validation.ipynb