Debugging Machine Learning Models with Python

Table of Contents

Preface

Part 1: Debugging for Machine Learning Modeling

1

Beyond Code Debugging

Technical requirements

Machine learning at a glance

Types of machine learning modeling

Supervised learning

Unsupervised learning

Self-supervised learning

Semi-supervised learning

Reinforcement learning

Generative machine learning

Debugging in software development

Error messages in Python

Debugging techniques

Debuggers

Best practices for high-quality Python programming

Version control

Debugging beyond Python

Flaws in data used for modeling

Data format and structure

Data quantity and quality

Data biases

Model and prediction-centric debugging

Underfitting and overfitting

Inference in model testing and production

Data or hyperparameters for changing ...