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Machine Learning

12 Modules · 61 Lessons

Recommended resources

Module 2

Data Manipulation and Visualization

Module 3

Review of Mathematical Foundations

Module 4

Optimization for Machine Learning

Module 5

Linear Regression: From Theory to Code

Module 6

Classification with Logistic Regression

Module 7

Model Evaluation and Validation

Module 8

Advanced Linear Models and Trees

Module 9

Ensemble Methods and Unsupervised Learning

Module 10

Neural Network Foundations

Module 11

Building Neural Networks with NumPy

Module 12

Deep Learning with PyTorch