Domain

AI/ML Foundations

The vocabulary and mental models behind machine learning: data, labels, loss, optimization, generalization, and evaluation.

1. AI vs ML vs Deep Learning vs Generative AI
2. Supervised, Unsupervised & Reinforcement Learning
3. Training, Validation & Test Sets
4. Loss Functions & Optimization
5. Overfitting & Generalization
6. Metrics & Evaluation