Fundamentals

Excel® VBA Notes for Professionals book

Excel® VBA Notes for Professionals book is compiled from Stack Overflow Documentation. (124 pages, published on May 2018)

Statistics Using Excel Succinctly

Learn the ins and outs of Microsoft Excel’s statistical capabilities. Author Charles Zaiontz will help you familiarize yourself with an often overlooked but very powerful set of tools. With Statistics Using Excel Succinctly, you will be able to maximize your Excel skills.

Statistics Fundamentals Succinctly

Statistics is the foundation of intelligent data analysis. Statistics Fundamentals Succinctly by Katie Kormanik provides the foundational bricks and mortar needed to master the theories and methodologies behind statistical procedures. In less than 100 pages, you’ll understand how to better gather and interpret all the information at your fingertips.

Artificial Intelligence: Foundations of Computational Agents

It presents artificial intelligence as the study of the design of intelligent computational agents. The book is structured as a textbook, but it is accessible to a wide audience of professionals and researchers. In the last decades we have witnessed the emergence of artificial intelligence as a serious science and engineering discipline. This book provides an accessible synthesis of the field aimed at undergraduate and graduate students. It provides a coherent vision of the foundations of the field as it is today. It aims to provide that synthesis as an integrated science, in terms of a multi-dimensional design space that has been partially explored. As with any science worth its salt, artificial intelligence has a coherent, formal theory and a rambunctious experimental wing. The book balances theory and experiment, showing how to link them intimately together. It develops the science of AI together with its engineering applications.

Mathematics for Machine Learning

Machine learning uses tools from a variety of mathematical fields. This document is an attempt to provide a summary of the mathematical background needed.

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