Exercises

This page lists the exercises in Machine Learning Crash Course.

Programming exercises run directly in your browser (no setup required!) using the Colaboratory platform. Colaboratory is supported on most major browsers, and is most thoroughly tested on desktop versions of Chrome and Firefox.

Linear regression

Logistic regression

Classification

Working with numerical data

Working with categorical data

Datasets, generalization, and overfitting

Neural networks

Embeddings

Large language models

Production ML systems

Fairness

Linear regression

Logistic regression

Classification

Working with numerical data

Working with categorical data

Datasets, generalization, and overfitting

Neural networks

Embeddings

Large language models

Production ML systems

Fairness

Linear regression

Logistic regression

Classification

Working with numerical data

Working with categorical data

Datasets, generalization, and overfitting

Neural networks

Embeddings

Large language models

Production ML systems

Fairness

Linear regression

Logistic regression

Classification

Working with numerical data

Working with categorical data

Datasets, generalization, and overfitting

Neural networks

Embeddings

Large language models

Production ML systems

Fairness