AI Foundation - Domain 03
Classical Machine Learning
Supervised, unsupervised, and ensemble methods — the core ML toolkit that still powers ~80% of production systems.
Tier 2 - Core ML
Content Coming Soon
This domain is actively being written. All 8 chapters are planned and outlined. Check back soon, or explore Domain 01 and 02 which are fully available.
Planned Chapters
Ch 3.1
Supervised Learning
Coming Soon Ch 3.2
Linear & Logistic Regression
Coming Soon Ch 3.3
Decision Trees & Random Forests
Coming Soon Ch 3.4
SVMs & Kernel Methods
Coming Soon Ch 3.5
Unsupervised Learning
Coming Soon Ch 3.6
Clustering Algorithms
Coming Soon Ch 3.7
Dimensionality Reduction
Coming Soon Ch 3.8
Model Evaluation & Pipelines
Coming Soon