Top Deep Learning books recommended by experts

At MentorCruise, we are all about making the most out of the experience of others. As part of that, we've connected and asked dozens of experts and professionals about their favourite Deep Learning books – and here are the answers.

Table of Contents

Fundamentals of Deep Learning

Understanding the concepts of Deep Learning starts with understanding the fundamentals. On your way to mastery, it's crucial for you to understand how certain concepts were derived, and why things work like they do. Starting with these resources is the best way to do so.

Generative Deep Learning

A generative model is a type of machine learning model that aims to learn the underlying patterns or distributions of data in order to generate new, similar data. In essence, it's like teaching a computer to dream up its own data based on what it has seen before.

Recommended by the experts and mentors at MentorCruise

Neural Networks and Deep Learning: A Textbook

The primary focus is on the theory and algorithms of deep learning. The theory and algorithms of neural networks are particularly important for understanding important concepts, so that one can understand the important design concepts of neural architectures in different applications.

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Deep Learning from Scratch: Building with Python from First Principles

This book provides a comprehensive introduction for data scientists and software engineers with machine learning experience. Youâ?? ll start with deep learning basics and move quickly to the details of important advanced architectures, implementing everything from scratch along the way.

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Fundamentals of Deep Learning: Designing Next-Generation Machine Intelligence Algorithms

Deep learning is a powerful AI approach that uses multi-layered artificial neural networks to deliver state-of-the-art accuracy in tasks such as object detection, speech recognition, and language translation.

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Deep Learning Illustrated: A Visual, Interactive Guide to Artificial Intelligence

Deep Learning Illustrated is uniquely intuitive and offers a complete introduction to the discipline's techniques. Packed with full-color figures and easy-to-follow code, it sweeps away the complexity of building deep learning models, making the subject approachable and fun to learn.

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Deep Learning: Foundations and Concepts

This book offers a comprehensive introduction to the central ideas that underpin deep learning. It is intended both for newcomers to machine learning and for those already experienced in the field. Covering key concepts relating to contemporary architectures and techniques, this essential book equips readers with a robust foundation for potential future specialization. The field of deep learni…

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Additional Deep Learning Reading

These books are not required for you to learn Deep Learning, but they are highly recommended for you to deepen your knowledge.

Artificial Intelligence: A Guide for Thinking Humans

Artificial Intelligence: A Guide for Thinking Humans provides readers with an accessible, entertaining, and clear-eyed view of the AI landscape, what the field has actually accomplished, how much further it has to go, and what it means for all of our futures.

Recommended by the experts and mentors at MentorCruise

Deep Learning with Python

Deep Learning with Python introduces the field of deep learning using the Python language and the powerful Keras library. Written by Keras creator and Google AI researcher François Chollet, this book builds your understanding through intuitive explanations and practical examples.

Recommended by the experts and mentors at MentorCruise

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