- ARTIFICIAL INTELLIGENCE (AI), A TEXTBOOK - Jul 27, 2021.
This book covers the broader field of AI, carefully balancing coverage between classical AI (logic or deductive reasoning) and modern AI (inductive learning and neural networks).
AI, Book, Charu Aggarwal, Textbook
- People Skills for Analytical Thinkers - Feb 19, 2021.
Research shows that people skills are becoming more important with the rise of AI. A great way to boost these skills is by reading the new book: People Skills for Analytical Thinkers.
Analytics, Book, Communication, Data Science, Data Science Skills
- Math for Programmers - Sep 10, 2020.
Math for Programmers teaches you the math you need to know for a career in programming, concentrating on what you need to know as a developer. Save 50% with code kdmath50.
Book, Manning, Mathematics, Programming
- Book Chapter: The Art of Statistics: Learning from Data - Sep 3, 2020.
Get a free book chapter from "The Art of Statistics: Learning from Data" by a leading researcher Sir David John Spiegelhalter. This excerpt takes a forensic look at data surrounding the victims of the UK most prolific serial killer and shows how a simple search for patterns reveals critical details.
Book, Crime, JMP, Statistics
- Math for Programmers! - Jul 30, 2020.
Math for Programmers teaches you the math you need to know for a career in programming, concentrating on what you need to know as a developer. Save 50% with code kdmath50.
Book, Manning, Mathematics, Programming
- Five Lines of Code - Jun 24, 2020.
If you want to learn simple and practical rules for coding and refactoring, "Five Lines of Code" from Manning is the guide for you, teaching you concrete principles for refactoring. Save 40% with code nlfive40 until July 24.
Best Practices, Book, Manning, Programming
Understanding Machine Learning: The Free eBook - Jun 15, 2020.
Time to get back to basics. This week we have a look at a book on foundational machine learning concepts, Understanding Machine Learning: From Theory to Algorithms.
Algorithms, Book, Free ebook, Machine Learning
- Linear algebra and optimization and machine learning: A textbook - May 18, 2020.
This book teaches linear algebra and optimization as the primary topics of interest, and solutions to machine learning problems as applications of these methods. Therefore, the book also provides significant exposure to machine learning.
Book, Charu Aggarwal, Linear Algebra, Machine Learning, Optimization
- The Elements of Statistical Learning: The Free eBook - May 11, 2020.
Check out this free ebook covering the elements of statistical learning, appropriately titled "The Elements of Statistical Learning."
Book, Free ebook, Robert Tibshirani, Statistical Learning, Trevor Hastie
Deep Learning: The Free eBook - May 4, 2020.
"Deep Learning" is the quintessential book for understanding deep learning theory, and you can still read it freely online.
Aaron Courville, Book, Deep Learning, Free ebook, Ian Goodfellow, Neural Networks, Yoshua Bengio
- Trustworthy Online Controlled Experiments: A Practical Guide to A/B Testing - Apr 28, 2020.
The book Trustworthy Online Controlled Experiments: A Practical Guide to A/B Testing by Ron Kohavi (Microsoft, Airbnb), Diane Tang (Google) and Ya Xu (LinkedIn) is available for purchase, with the authors proceeds from the book being donated to charity.
A/B Testing, Bing, Book, Design of Experiments
A Concise Course in Statistical Inference: The Free eBook - Apr 27, 2020.
Check out this freely available book, All of Statistics: A Concise Course in Statistical Inference, and learn the probability and statistics needed for success in data science.
Book, Free ebook, Mathematics, Statistics
- Dive Into Deep Learning: The Free eBook - Apr 16, 2020.
This freely available text on deep learning is fully interactive and incredibly thorough. Check out "Dive Into Deep Learning" now and increase your neural networks theoretical understanding and practical implementation skills.
Book, Deep Learning, Free ebook, numpy
- Math for Programmers! - Mar 11, 2020.
Math for Programmers teaches you the math you need to know for a career in programming, concentrating on what you need to know as a developer.
Book, Manning, Mathematics, Programming
Math for Programmers – your guide for solving math problems in code - Feb 12, 2020.
Math for Programmers teaches you the math you need to know for a career in programming, concentrating on what you need to know as a developer.
Book, Manning, Mathematics, Programming
Math for Programmers! - Jan 15, 2020.
Math for Programmers teaches you the math you need to know for a career in programming, concentrating on what you need to know as a developer.
Book, Manning, Mathematics, Programming
- Python Workout / Practices of a Python Pro / Classic Computer Science Problems in Python - Nov 13, 2019.
Whether you’re a beginner or an expert, there’s always new ways you can improve your Python coding. Save 40% off this trio of Manning Python books today! Just enter the code nlpropython40 at checkout when you buy from manning.com.
Book, Manning, Python
- Books on Graph-Powered Machine Learning, Graph Databases, Deep Learning for Search – 50% off - May 9, 2019.
These 3 books will help you make the most from graph-powered databases. For a limited time, get 50% off any of them with the code kdngraph.
Book, Deep Learning, Graph Databases, Machine Learning, Manning, Search, Search Engine
- Exploring Python Basics - Jan 31, 2019.
This free eBook is a great resource for any beginner, providing a good introduction into Python, a look at the basics of learning a programming language and explores modelling and predictions.
Beginners, Book, Manning, Python
- The Hundred-Page Machine Learning Book - Jan 17, 2019.
This book covers supervised and unsupervised learning, support vector machines, neural networks, ensemble methods, gradient descent, cluster analysis and dimensionality reduction, autoencoders and transfer learning, feature engineering and hyperparameter tuning.
Andriy Burkov, Book, Machine Learning, Peter Norvig
- The SIAM Book Series on Data Science - Jan 11, 2019.
SIAM is soliciting manuscripts for its new book series on the mathematical and computational foundations of data science.
Book, Data Science, SIAM
- Principles of Database Management: The Practical Guide to Storing, Managing and Analyzing Big and Small Data - Jan 10, 2019.
This comprehensive textbook teaches the fundamentals of database design, modeling, systems, data storage, and the evolving world of data warehousing, governance and more.
Bart Baesens, Book, Database Management
- Math for Machine Learning - Jan 4, 2019.
This ebook explains the math involved and introduces you directly to the foundational topics in machine learning.
Book, ebook, Machine Learning, Mathematics, Richard Han
- Healthcare Analytics Made Simple - Nov 12, 2018.
Finally, a book on Python healthcare machine learning techniques is here! Healthcare Analytics Made Simple does just what the title says: it makes healthcare data science simple and approachable for everyone.
Analytics, Book, Healthcare, Pandas, Python
- Principles of Database Management: The Practical Guide to Storing, Managing and Analyzing Big and Small Data - Sep 26, 2018.
This comprehensive textbook teaches the fundamentals of database design, modeling, systems, data storage, and the evolving world of data warehousing, governance and more.
Bart Baesens, Book, Database Management
Neural Networks and Deep Learning: A Textbook - Sep 7, 2018.
This book covers both classical and modern models in deep learning. The book is intended to be a textbook for universities, and it covers the theoretical and algorithmic aspects of deep learning.
Book, Charu Aggarwal, Deep Learning, Neural Networks
- How to tackle common data cleaning issues in R - May 24, 2018.
R is a great choice for manipulating, cleaning, summarizing, producing probability statistics, and so on. In addition, it's not going away anytime soon, it is platform independent, so what you create will run almost anywhere, and it has awesome help resources.
Book, Data Cleaning, ebook, Packt Publishing, R
- THE BOOK OF WHY: The New Science of Cause and Effect - May 15, 2018.
A Turing Prize-winning computer scientist and statistician shows how understanding causality has revolutionized science and will revolutionize AI.
AI, Bayesian Networks, Book, Causality, Causation, Judea Pearl
- 7 Useful Suggestions from Andrew Ng “Machine Learning Yearning” - May 8, 2018.
Machine Learning Yearning is a book by AI and Deep Learning guru Andrew Ng, focusing on how to make machine learning algorithms work and how to structure machine learning projects. Here we present 7 very useful suggestions from the book.
Andrew Ng, Book, Data Cleaning, Data Preparation, Free ebook, Machine Learning, Metrics
7 Books to Grasp Mathematical Foundations of Data Science and Machine Learning - Apr 17, 2018.
It is vital to have a good understanding of the mathematical foundations to be proficient with data science. With that in mind, here are seven books that can help.
Book, Data Science, Ian Goodfellow, Machine Learning, Mathematics, Robert Tibshirani, Vladimir Vapnik
- Machine Learning for Text - Apr 9, 2018.
This book covers machine learning techniques from text using both bag-of-words and sequence-centric methods. The scope of coverage is vast, and it includes traditional information retrieval methods and also recent methods from neural networks and deep learning.
Book, Charu Aggarwal, Information Retrieval, Machine Learning, Text Mining
Data Science for the Layman (No Math Added) - Apr 20, 2017.
Written for the layman, this book is a practical yet gentle introduction to data science. Discover key concepts behind more than 10 classic algorithms, explained with real-world examples and intuitive visuals.
Book, Data Science, Machine Learning, Tutorial
- Process Mining: Where Data Science and Process Science Meet - Nov 17, 2016.
A data scientist without Process Mining training is ill-equipped to uncover the organization’s real processes, analyze compliance, diagnose bottlenecks and improve processes, so improve your skills with a new version of the free Coursera course "Process Mining: Data Science in Action" will start on November 28, 2016.
Book, Coursera, Online Education, Process Mining
- Predictive Analytics Introductory Key Terms, Explained - Jul 18, 2016.
Here is a collection of introductory predictive analytics terms and concepts, presented for the newcomer in a straight-forward, no frills definition style.
Book, Eric Siegel, Explained, Key Terms, Predictive Analytics
- New Book: Effective CRM using Predictive Analytics – get 20% discount - Jul 11, 2016.
A comprehensive step-by-step guide to designing, setting up, executing and deploying data mining techniques in marketing. Use code VBM93 for 20% discount.
Book, CRM, Predictive Analytics, Wiley
- New Andrew Ng Machine Learning Book Under Construction, Free Draft Chapters - Jun 20, 2016.
Check out the details on Andrew Ng's new book on building machine learning systems, and find out how to get your free copy of draft chapters as they are written.
Andrew Ng, Book, Free ebook, Machine Learning
- Recommender Systems: New Comprehensive Textbook by Charu Aggarwal - Apr 15, 2016.
Covers recommender systems comprehensively, both fundamentals and advanced topics, organized into: Algorithms and evaluation, recommendations in specific domains and contexts, and advanced topics and applications.
Book, Charu Aggarwal, Recommender Systems
- New Deep Learning Book Finished, Finalized Online Version Available - Apr 12, 2016.
What will likely become known as the seminal book on deep learning is finally finished, with the online version finalized and freely-accessible to all those interested in mastering deep neural networks.
Aaron Courville, Book, Deep Learning, Free ebook, Ian Goodfellow, Yoshua Bengio
- Amazon Top 20 Books in Neural Networks - Nov 30, 2015.
These are the most popular neural networks books on Amazon. Perhaps there is something of interest to you here.
Amazon, Book, Deep Learning, Matthew Mayo, Neural Networks
- Amazon Top 20 Books in Data Mining - Oct 27, 2015.
These are the most popular data mining books on Amazon. As you look to increase your knowledge, is there something listed here that is missing from your collection?
Amazon, Book, Data Mining
- The Master Algorithm – new book by top Machine Learning researcher Pedro Domingos - Sep 25, 2015.
Wonderfully erudite, humorous, and easy to read, the Master Algorithm by top Machine Learning researcher Pedro Domingos takes you on a journey to visit the 5 tribes of Machine Learning experts and helps you understand what the Master Algorithm can be.
Algorithms, Book, Machine Learning, Pedro Domingos
- 60+ Free Books on Big Data, Data Science, Data Mining, Machine Learning, Python, R, and more - Sep 4, 2015.
Here is a great collection of eBooks written on the topics of Data Science, Business Analytics, Data Mining, Big Data, Machine Learning, Algorithms, Data Science Tools, and Programming Languages for Data Science.
Book, Brendan Martin, Data Mining, Data Science, Free ebook, Machine Learning, Python, R, SQL
- Book: Healthcare Data Analytics - Jul 20, 2015.
Written by prominent researchers and experts working in the healthcare domain, this book provides a clear understanding of the analytical techniques currently available to solve healthcare problems.
Book, Charu Aggarwal, Healthcare
- Data Mining: New Comprehensive Textbook by Charu Aggarwal - Apr 23, 2015.
This comprehensive data mining textbook explores the different aspects of data mining, from basics to advanced, and their applications, and may be used for both introductory and advanced data mining courses.
Book, Charu Aggarwal, Data Mining
- More Free Data Mining, Data Science Books and Resources - Mar 25, 2015.
More free resources and online books by leading authors about data mining, data science, machine learning, predictive analytics and statistics.
Book, Data Mining, Data Science, Free ebook, Machine Learning
- The Elements of Data Analytic Style – checklist - Mar 4, 2015.
Jeff Leek book "Elements of Data Analytic Style" had a rocket launch, thanks to author course on Coursera. The book includes a useful checklist that can guide beginning data analysts or serve for evaluating data analyses.
Book, Checklist, Data Analytics, Jeff Leek, Leanpub, Reproducibility
- Book: Data Classification: Algorithms and Applications - Aug 2, 2014.
Learn a wide variety of data classification techniques and their methods, domains, and variations in this comprehensive survey of the area of data classification.
Algorithms, Book, Charu Aggarwal, Classification, CRC Press
- Did Target Really Predict a Teen’s Pregnancy? The Inside Story - May 7, 2014.
We examine the origin and the facts behind this explosive story, the importance of headlines, and how unsubstantiated assumptions gain traction and mainstream attention and help create myths around Predictive Analytics.
Book, Charles Duhigg, Eric Siegel, Predictive Analytics, Pregnancy, Target
- New Book: Social Media Mining – free PDF download - Apr 22, 2014.
Social Media Mining integrates social media, social network analysis, and data mining to enable students, practitioners, researchers, and managers to understand the basics and potentials of this field.
Book, Free ebook, Huan Liu, Social Media, Social Media Analytics
