Learn how to transform data into business insight with these Data Tutorials and eBooks.
Deep Reinforcement Learning Hands-OnBy Maxim Lapan
This practical guide will teach you how deep learning (DL) can be used to solve complex real-world problems.
Key Features of the book:
Explore deep reinforcement learning (RL), from the first principles to the latest algorithms
Evaluate high-profile RL methods, including value iteration, deep Q-networks, policy gradients, TRPO, PPO, DDPG, D4PG, evolution strategies and genetic algorithms
Keep up with the very latest industry developments, including AI-driven chatbots
About the Author:
Maxim Lapan is a deep learning enthusiast and independent researcher with 15 years' work expertise as a software developer and a systems architect lays from low-level Linux kernel driver development to performance optimization and design of distributed applications working on thousands of servers.
Hands-On Data Science with AnacondaBy Dr. Yuxing Yan, James Yan
Develop, deploy, and streamline your data science projects with the most popular end-to-end platform, Anaconda
This book is your step-by-step guide full of use cases, examples and illustrations to get you well-versed with the concepts of Anaconda
The book begins with setting up the environment for Anaconda platform in order to make it accessible for tools and frameworks such as Jupyter, pandas, matplotlib, Python, R, Julia, and more
You’ll walk through package manager Conda, through which you can automatically manage all packages including cross-language dependencies, and work across Linux, macOS, and Windows
You’ll explore all the essentials of data science and linear algebra to perform data science tasks using packages such as SciPy, contrastive, scikit-learn, Rattle, and Rmixmod
Once you’re accustomed to all this, you’ll start with operations in data science such as cleaning, sorting, and data classification. You’ll move on to learning how to perform tasks such as clustering, regression, prediction, and building machine learning models and optimizing them