Szczegóły ebooka

Artificial Intelligence with Python. Your complete guide to building intelligent apps using Python 3.x - Second Edition

Artificial Intelligence with Python. Your complete guide to building intelligent apps using Python 3.x - Second Edition

Alberto Artasanchez, Prateek Joshi

Ebook
Artificial Intelligence with Python, Second Edition is an updated and expanded version of the bestselling guide to artificial intelligence using the latest version of Python 3.x. Not only does it provide you an introduction to artificial intelligence, this new edition goes further by giving you the tools you need to explore the amazing world of intelligent apps and create your own applications.

This edition also includes seven new chapters on more advanced concepts of Artificial Intelligence, including fundamental use cases of AI; machine learning data pipelines; feature selection and feature engineering; AI on the cloud; the basics of chatbots; RNNs and DL models; and AI and Big Data.

Finally, this new edition explores various real-world scenarios and teaches you how to apply relevant AI algorithms to a wide swath of problems, starting with the most basic AI concepts and progressively building from there to solve more difficult challenges so that by the end, you will have gained a solid understanding of, and when best to use, these many artificial intelligence techniques.
  • 1. Introduction to Artificial Intelligence
  • 2. Fundamental Use Cases for Artificial Intelligence
  • 3. Machine Learning Pipelines
  • 4. Feature Selection and Feature Engineering
  • 5. Classification and Regression Using Supervised Learning
  • 6. Predictive Analytics with Ensemble Learning
  • 7. Detecting Patterns with Unsupervised Learning
  • 8. Building Recommender Systems
  • 9. Logic Programming
  • 10. Heuristic Search Techniques
  • 11. Genetic Algorithms and Genetic Programming
  • 12. Artificial Intelligence on the Cloud
  • 13. Building Games with Artificial Intelligence
  • 14. Building a Speech Recognizer
  • 15. Natural Language Processing
  • 16. Chatbots
  • 17. Sequential Data and Time Series Analysis
  • 18. Image Recognition
  • 19. Neural Networks
  • 20. Deep Learning with Convolutional Neural Networks
  • 21. Recurrent Neural Networks and Other Deep Learning Models
  • 22. Creating Intelligent Agents with Reinforcement Learning
  • 23. Artificial Intelligence and Big Data
  • Tytuł: Artificial Intelligence with Python. Your complete guide to building intelligent apps using Python 3.x - Second Edition
  • Autor: Alberto Artasanchez, Prateek Joshi
  • Tytuł oryginału: Artificial Intelligence with Python. Your complete guide to building intelligent apps using Python 3.x - Second Edition
  • ISBN: 9781839216077, 9781839216077
  • Data wydania: 2020-01-31
  • Format: Ebook
  • Identyfikator pozycji: e_2adl
  • Wydawca: Packt Publishing