Book

Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

Through a recent series of breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this te...

Through a recent series of breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This bestselling book uses concrete examples, minimal theory, and production-ready Python frameworks (Scikit-Learn, Keras, and TensorFlow) to help you gain an intuitive understanding of the concepts and tools for building intelligent systems. 

With this updated third edition, author Aurélien Géron explores a range of techniques, starting with simple linear regression and progressing to deep neural networks. Numerous code examples and exercises throughout the book help you apply what you’ve learned. Programming experience is all you need to get started. 

  • Use Scikit-learn to track an example ML project end to end 
  • Explore several models, including support vector machines, decision trees, random forests, and ensemble methods 
  • Exploit unsupervised learning techniques such as dimensionality reduction, clustering, and anomaly detection 
  • Dive into neural net architectures, including convolutional nets, recurrent nets, generative adversarial networks, autoencoders, diffusion models, and transformers 
  • Use TensorFlow and Keras to build and train neural nets for computer vision, natural language processing, generative models, and deep reinforcement learning

相关图书

Prompt Publish Profit: Nonfiction Writing With ChatGPT | Publish Your Book Faster With AI
Prompt Publish Profit outlines step-by-step guidance for turning your passions into a profitable and credible book using next generation tools like ChatGPT, audiobooks and automation. Author Carla White a successful tech pioneer and in-demand online business coach, shows you exactly how to do just that. She details the formula for a page-turner book, how to use modern technology to write it fast, and ultimately how to monetize your book quickly, making you a legend in your field.
Artificial Intelligence and Machine Learning 1st Edition by Vinod Chandra
This book promises to provide the most number of case studies and worked out examples than any other of its genre. The text is written in a highly interactive manner which makes for an avid reading. More into the text, the contents are well placed that it takes off from the introduction to AI, which is followed by heuristics searching and game playing.
ChatGPT for Teachers and Students
This book shows you how to create your own prompts for learning with ChatGPT. Creating your own prompts is the best way to teach yourself and others about learning with ChatGPT.
Python Programming for Beginners: The Complete Python Programming Crash Course to Learn Python Coding Well and Fast
Complexity is reduced thanks to easy step-by-step guidance so that you can progress easily with the Python language even if you have never programmed before.
10 Ways to Use ChatGPT in Highschool and College:: A Beginner Guide to ChatGPT with Real Prompts, Examples, Tips, and Step-by-Step Tutorials that Help Students Learn, Write, and Communicate
This book contains over 150 working prompts and 20 real ChatGPT example responses. Each chapter describes several uses of ChatGPT followed by a practical prompt table related to the topics. The tables are compiled into a table at the end for your ease of use.
The ChatGPT GoldRush: Profiting from the AI Revolution Online: Prompt Engineering Mastery with chat GPT
Discover the secrets to unlocking the immense potential of AI and transform your online business with "The ChatGPT Goldrush: Profiting from the AI Revolution Online - Mastering Prompt Engineering". This comprehensive guide will empower you to leverage ChatGPT's powerful capabilities to achieve impressive results and create new income streams. What's Inside the Book:

暂无评论

暂无评论...