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 Machine Learning books – and here are the answers.
Did you know? We have over 3,000 mentors available right now!
Understanding the concepts of Machine 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.
Machine learning has become an integral part of many commercial applications and research projects, but this field is not exclusive to large companies with extensive research teams. If you use Python, even as a beginner, this book will teach you practical ways to build your own machine learning solutions. With all the data available today, machine learning applications are limited only by your…
Recommended by the experts and mentors at MentorCruise
Key Features
Design, train, and evaluate machine learning algorithms that underpin automated trading strategies
Create a research and strategy development process to apply predictive modeling to trading decisions
Leverage NLP and deep learning to extract tradeable signals from market and alternative data
Book Description
The explosive growth of digital data has boosted the deman…
Recommended by the experts and mentors at MentorCruise
This book is for people who have some theoretical knowledge of machine learning and deep learning and want to dive into applied machine learning. The book doesn't explain the algorithms but is more oriented towards how and what should you use to solve machine learning and deep learning problems.
Recommended by the experts and mentors at MentorCruise
Machine learning is often used to build predictive models by extracting patterns from large datasets. These models are used in predictive data analytics applications including price prediction, risk assessment, predicting customer behavior, and document classification.
Recommended by the experts and mentors at MentorCruise
An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance to marketing to astrophysics in the past twenty years.
Recommended by the experts and mentors at MentorCruise
This book introduces a broad range of topics in deep learning. The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning.
Recommended by the experts and mentors at MentorCruise
These books are not required for you to learn Machine Learning, but they are highly recommended for you to deepen your knowledge.
Peter Norvig, Research Director at Google, co-author of AIMA, the most popular AI textbook in the world: "Burkov has undertaken a very useful but impossibly hard task in reducing all of machine learning to 100 pages. He succeeds well in choosing the topics — both theory and practice — that will be useful to practitioners, and for the reader who understands that this is the first 100 (or actual…
Recommended by the experts and mentors at MentorCruise
Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides an extensive theoretical account of the fundamental ideas underlying machine learning and the mathematical derivations that transform these principles …
Recommended by the experts and mentors at MentorCruise
By using concrete examples, minimal theory, and two production-ready Python frameworksâ??Scikit-Learn and TensorFlowâ??author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. Youâ??ll learn a range of techniques, starting with simple linear regression and progressing to deep neural networks. With exercises in each chapter to…
Recommended by the experts and mentors at MentorCruise
Python Machine Learning is a comprehensive guide to machine learning, deep learning, and data analysis using Python. In this book, Sebastian Raschka and Vahid Mirjalili provide practical knowledge and techniques for creating and contributing to modern data analysis.
Recommended by the experts and mentors at MentorCruise
Confused about AI and worried about what it means for your future and the future of the world? You’re not alone. AI is everywhere—and few things are surrounded by so much hype, misinformation, and misunderstanding. In AI Snake Oil, computer scientists Arvind Narayanan and Sayash Kapoor cut through the confusion to give you an essential understanding of how AI works and why it often doesn’t, wh…
Recommended by the experts and mentors at MentorCruise
It’s now possible to teach a machine to excel at human endeavors such as painting, writing, and composing music. With this practical book, machine-learning engineers and data scientists will discover how to re-create some of the most impressive examples o
Recommended by the experts and mentors at MentorCruise
You've got your basics in order – time to move on to some advanced and specialized concepts. Machine Learning is evolving every day, these books can help you master it.
An advanced counterpart to Probabilistic Machine Learning: An Introduction, this high-level textbook provides researchers and graduate students detailed coverage of cutting-edge topics in machine learning, including deep generative modeling, graphical models, Bayesian inference, reinforcement learning, and causality. This volume puts deep learning into a larger statistical context and unifies …
Recommended by the experts and mentors at MentorCruise
Designed to take you on a guided tour of the most relevant and powerful machine learning techniques in use today by top data scientists, this book is just what you need to push your Python algorithms to maximum potential. Clear examples and detailed code samples demonstrate deep learning techniques, semi-supervised learning, and more - all whilst working with real-world applications that inclu…
Recommended by the experts and mentors at MentorCruise
AWS is constantly driving new innovations that empower data scientists to explore a variety of machine learning (ML) cloud services. This book is your comprehensive reference for learning and implementing advanced ML algorithms in AWS cloud.
Recommended by the experts and mentors at MentorCruise
This list is curated by MentorCruise and can include Amazon affiliate links. Have any other suggestions? Add here.
There is no better source of accountability and motivation than having a personal mentor. What used to be impossible to find is now just two clicks away! All mentors are vetted & hands-on!
We've already delivered 1-on-1 mentorship to thousands of students, professionals, managers and executives. Even better, they've left an average rating of 4.9 out of 5 for our mentors.
"Naz is an amazing person and a wonderful mentor. She is supportive and knowledgeable with extensive practical experience. Having been a manager at Netflix, she also knows a ton about working with teams at scale. Highly recommended."
"Brandon has been supporting me with a software engineering job hunt and has provided amazing value with his industry knowledge, tips unique to my situation and support as I prepared for my interviews and applications."
"Sandrina helped me improve as an engineer. Looking back, I took a huge step, beyond my expectations."
"Andrii is the best mentor I have ever met. He explains things clearly and helps to solve almost any problem. He taught me so many things about the world of Java in so a short period of time!"
"Greg is literally helping me achieve my dreams. I had very little idea of what I was doing – Greg was the missing piece that offered me down to earth guidance in business."
"Anna really helped me a lot. Her mentoring was very structured, she could answer all my questions and inspired me a lot. I can already see that this has made me even more successful with my agency."
