E-book details

Python Machine Learning Cookbook. Over 100 recipes to progress from smart data analytics to deep learning using real-world datasets - Second Edition

Python Machine Learning Cookbook. Over 100 recipes to progress from smart data analytics to deep learning using real-world datasets - Second Edition

Giuseppe Ciaburro, Prateek Joshi

Ebook
This eagerly anticipated second edition of the popular Python Machine Learning Cookbook will enable you to adopt a fresh approach to dealing with real-world machine learning and deep learning tasks.

With the help of over 100 recipes, you will learn to build powerful machine learning applications using modern libraries from the Python ecosystem. The book will also guide you on how to implement various machine learning algorithms for classification, clustering, and recommendation engines, using a recipe-based approach. With emphasis on practical solutions, dedicated sections in the book will help you to apply supervised and unsupervised learning techniques to real-world problems. Toward the concluding chapters, you will get to grips with recipes that teach you advanced techniques including reinforcement learning, deep neural networks, and automated machine learning.

By the end of this book, you will be equipped with the skills you need to apply machine learning techniques and leverage the full capabilities of the Python ecosystem through real-world examples.
  • 1. The Realm of Supervised Learning
  • 2. Constructing a Classifier
  • 3. Predictive Modeling
  • 4. Clustering with Unsupervised Learning
  • 5. Visualizing Data
  • 6. Building Recommendation Engines
  • 7. Analyzing Text Data
  • 8. Speech Recognition
  • 9. Dissecting Time Series and Sequential Data
  • 10. Image Content Analysis
  • 11. Biometric Face Recognition
  • 12. Reinforcement Learning Techniques
  • 13. Deep Neural Networks
  • 14. Unsupervised Representation Learning
  • 15. Automated machine learning and Transfer learning
  • 16. Unlocking Production issues
  • Title: Python Machine Learning Cookbook. Over 100 recipes to progress from smart data analytics to deep learning using real-world datasets - Second Edition
  • Author: Giuseppe Ciaburro, Prateek Joshi
  • Original title: Python Machine Learning Cookbook. Over 100 recipes to progress from smart data analytics to deep learning using real-world datasets - Second Edition
  • ISBN: 9781789800753, 9781789800753
  • Date of issue: 2019-03-30
  • Format: Ebook
  • Item ID: e_14sv
  • Publisher: Packt Publishing