Top Data Science books curated by experts

At MentorCruise, we are all about making the most out of the experience of others. As part of that, we have connected and asked dozens of experts and professionals about their favouriteData Science books – and here are the answers.

  • Curated by industry experts
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Top Data Science books recommended by experts
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Fundamentals of Data Science

Understanding the concepts of Data Science 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.

Probability: For the Enthusiastic Beginner

Probability: For the Enthusiastic Beginner

This book is written for high school and college students learning about probability for the first time. It will appeal to the reader who has a healthy level of enthusiasm for understanding how and why the various results of probability come about.

Recommended by the experts and mentors at MentorCruise.

Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how.<…

Recommended by the experts and mentors at MentorCruise.

Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

This practical book shows you how. By using concrete examples, minimal theory, and two production-ready Python frameworks―scikit-learn and TensorFlow―author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems.

Recommended by the experts and mentors at MentorCruise.

Data Science on the Google Cloud Platform

Data Science on the Google Cloud Platform

Learn how easy it is to apply sophisticated statistical and machine learning methods to real-world problems when you build on top of the Google Cloud Platform (GCP). This hands-on guide shows developers entering the data science field how to implement an end-to-end data pipeline, using statistic…

Recommended by the experts and mentors at MentorCruise.

Murach's Python for Data Science (2nd Edition): Training and Reference

Murach's Python for Data Science (2nd Edition): Training and Reference

These days, businesses are collecting massive amounts of data. But this data isn’t valuable until someone analyzes it to gain insights that can be used to make decisions. That’s why the US Bureau of Labor Statistics (BLS) predicts that the demand for data analysts will continue to grow for the r…

Recommended by the experts and mentors at MentorCruise.

The Hundred-page Machine Learning Book

The Hundred-page Machine Learning Book

The Hundred-Page Machine Learning Book goes through the most useful examples of neural networks and deep learning such as, Feed-Forward Neural Networks, Convolutional Neural Networks (usually used for images) and Recurrent Neural Networks (usually used for sequences, like words in an article or …

Recommended by the experts and mentors at MentorCruise.

Additional Data Science Reading

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

Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python

Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python

Statistical methods are a key part of data science, yet few data scientists have formal statistical training. Courses and books on basic statistics rarely cover the topic from a data science perspective. The second edition of this popular guide adds comprehensive examples in Python, provides pra…

Recommended by the experts and mentors at MentorCruise.

Becoming a Data Head: How to Think, Speak, and Understand Data Science, Statistics, and Machine Learning

Becoming a Data Head: How to Think, Speak, and Understand Data Science, Statistics, and Machine Learning

In Becoming a Data Head: How to Think, Speak, and Understand Data Science, Statistics, and Machine Learning, award-winning data scientists Alex Gutman and Jordan Goldmeier pull back the curtain on data science and give you the language and tools necessary to talk and think critically about it.

Recommended by the experts and mentors at MentorCruise.

Storytelling with Data: A Data Visualization Guide for Business Professionals

Storytelling with Data: A Data Visualization Guide for Business Professionals

This book demonstrates how to go beyond conventional tools to reach the root of your data, and how to use your data to create an engaging, informative, compelling story. Specifically, you'll learn how to: Understand the importance of context and audience. Determine the appropriate type of graph …

Recommended by the experts and mentors at MentorCruise.

Machine Learning: An Artificial Intelligence Approach

Machine Learning: An Artificial Intelligence Approach

The ability to learn is one of the most fundamental attributes of intelligent behavior. Consequently, progress in the theory and computer modeling of learn ing processes is of great significance to fields concerned with understanding in telligence.

Recommended by the experts and mentors at MentorCruise.

Data Science from Scratch: First Principles with Python

Data Science from Scratch: First Principles with Python

To really learn data science, you should not only master the tools―data science libraries, frameworks, modules, and toolkits―but also understand the ideas and principles underlying them. Updated for Python 3.6, this second edition of Data Science from Scratch shows you how these tools and algori…

Recommended by the experts and mentors at MentorCruise.

Speech and Language Processing

Speech and Language Processing

Written by renowned data science experts Foster Provost and Tom Fawcett, Data Science for Business introduces the fundamental principles of data science, and walks you through the "data-analytic thinking" necessary for extracting useful knowledge and business value from the data you collect. Thi…

Recommended by the experts and mentors at MentorCruise.

Specializations and Deeper Data Science Knowledge

You've got your basics in order – time to move on to some advanced and specialized concepts. Data Science is evolving every day, these books can help you master it.

The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World

The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World

In The Master Algorithm, Pedro Domingos lifts the veil to give us a peek inside the learning machines that power Google, Amazon, and your smartphone. He assembles a blueprint for the future universal learner--the Master Algorithm--and discusses what it will mean for business, science, and societ…

Recommended by the experts and mentors at MentorCruise.

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