Files

Image Gallery

This previous image gallery have been removed to avoid duplication and to keep the file size of this GitHub repository slim, since the high-res version of these images are now embedded in the Jupyter notebooks themselves in the code directory.

Below are the links to the respective images by chapter:

  • ch01 - Machine Learning - Giving Computers the Ability to Learn from Data
  • ch02 - Training Machine Learning Algorithms for Classification
  • ch03 - A Tour of Machine Learning Classifiers Using Scikit-Learn
  • ch04 - Building Good Training Sets - Data Pre-Processing
  • ch05 - Compressing Data via Dimensionality Reduction
  • ch06 - Learning Best Practices for Model Evaluation and Hyperparameter Optimization
  • ch07 - Combining Different Models for Ensemble Learning
  • ch08 - Applying Machine Learning to Sentiment Analysis
  • ch09 - Embedding a Machine Learning Model into a Web Application
  • ch10 - Predicting Continuous Target Variables with Regression Analysis
  • ch11 - Working with Unlabeled Data Clustering Analysis
  • ch12 - Training Artificial Neural Networks for Image Recognition
  • ch13 - Parallelizing Neural Network Training via Theano