Python Machine Learning code repository.
What you can expect are 400 pages rich in useful material just about everything you need to know to get started with machine learning ... from theory to the actual code that you can directly put into action! What makes this book different from other practical machine learning books is that we will not only use the algorithms but also understand how they really work -- we won't leave any black box unopened!
Please stay tuned for the code examples that I am going to upload on the GitHub repo once it's published (hopefully September 1st)!
This is not yet just another "this is how scikit-learn works" book. I aim to explain how Machine Learning works, tell you everything you need to know in terms of best practices and caveats, and then we will learn how to put those concepts into action using NumPy, scikit-learn, Theano and so on :).
- ebook and paperback at Amazon
- ebook and paperback directly from the publisher
I am happy to answer questions! Just write me an email or consider asking the question on the Google Groups Email List.
If you are interested in keeping in touch, I have quite a lively twitter stream (@rasbt) all about data science and machine learning. I also maintain a blog where I post all of the things I am particularly excited about.
- Machine Learning - Giving Computers the Ability to Learn from Data
- Training Simple Machine Learning Algorithms for Classification
- A Tour of Advanced Machine Learning Classifiers Using Scikit-Learn
- Building Good Training Sets – Data Pre-Processing
- Compressing Data via Dimensionality Reduction
- Learning Best Practices for Model Evaluation and Hyperparameter Optimization
- Combining Different Models for Ensemble Learning
- Applying Machine Learning to Sentiment Analysis
- Embedding a Machine Learning Model into a Web Application
- Predicting Continuous Target Variables with Regression Analysis
- Working with Unlabeled Data – Clustering Analysis
- Training Artificial Neural Networks for Image Recognition
- Parallelizing Neural Network Training via Theano
- COMING SOON