AI is a rapidly developing field, and there are many free books available to help you get up to speed. From the basics to advanced machine learning, these eBooks will help you master artificial intelligence in a variety of settings.
This free book on AI teaches readers the fundamentals of ML using simple examples and pseudo-code to make difficult concepts accessible to beginners. It covers a wide range of ML algorithms including regression, decision trees, SVM, neural networks, and ensemble learning. It is a must-read for anyone new to AI and ML.
While some people are fearful of the impact that AI could have on the world, there are others who see a great opportunity to use it for good. This eBook will give you the tools you need to create ethical AI. It identifies a range of ethical issues you may face while leveraging machine learning, and then provides mathematical explanations of scientifically sound solutions backed up by real-world examples. It also covers societal impacts of AI and how to avoid the worst-case scenarios.
This book will help you understand the fundamentals of RL, and then move onto more complex topics like Monte Carlo methods, recurrent nets, autoencoders, and deep generative models. It is designed to be a comprehensive textbook for students and researchers in the fields of machine learning and AI.
A highly readable and lucid introduction to the fundamentals of DL, this book starts out with the basic ideas behind neural networks before diving into more technical details. It then teaches how to build your own DL model with Python and then integrates it into an actual application using Amazon’s MXNet library. It is updated on a regular basis and will help you master the latest DL techniques.
If you’re looking for a more in-depth and hands-on approach to AI, this book is a must-read. It will teach you how to use a suite of popular machine learning libraries and programming languages, including NumPy, Pandas, Matplotlib, Scikit-Learn, and TensorFlow. It will then walk you through the process of transforming data, designing and training a model, and finally performing an analysis and evaluation. This is a must-read for any machine learning student or professional.
The author of this free eBook is a leading figure in the field of Artificial Intelligence and Machine Learning. He has spent years researching and working on the development of a new breed of AI systems that are designed to work with humans and not against them. He has written this book to share his knowledge and insights with the world. He explains how to create ethical AI and avoid the worst-case scenario, such as machines taking over the world and leaving humanity without jobs or food. This is a must-read for all those interested in the future of humankind. Free AI books