Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps

Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps

The design patterns in this book capture best practices and solutions to recurring problems in machine learning. Authors Valliappa Lakshmanan, Sara Robinson, and Michael Munn catalog the first tried-a…

If you like book Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps here is the list of books you may also like

Buy this book on Amazon

Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps similar books

Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications

Machine learning systems are both complex and unique. Complex because they consist of many different components and involve many different stakeholders. Unique because they're data dependent, with dat…
Buy this book on Amazon
AI Engineering: Building Applications with Foundation Models

Recent breakthroughs in AI have not only increased demand for AI products, they've also lowered the barriers to entry for those who want to build AI products. The model-as-a-service approach has trans…
Buy this book on Amazon
Natural Language Processing with Transformers: Building Language Applications with Hugging Face

Since their introduction in 2017, transformers have quickly become the dominant architecture for achieving state-of-the-art results on a variety of natural language processing tasks. If you're a data …
Buy this book on Amazon
Algorithms to Live By: The Computer Science of Human Decisions

A fascinating exploration of how insights from computer algorithms can be applied to our everyday lives, helping to solve common decision-making problems and illuminate the workings of the human mind

A…
Buy this book on Amazon
Naked Statistics: Stripping the Dread from the Data

Once considered tedious, the field of statistics is rapidly evolving into a discipline Hal Varian, chief economist at Google, has actually called “sexy.” From batting averages and political polls to g…
Buy this book on Amazon
Storyworthy: Engage, Teach, Persuade, and Change Your Life through the Power of Storytelling

A five-time Moth GrandSLAM winner and bestselling novelist shows how to tell a great story — and why doing so matters. Whether we realize it or not, we are always telling stories. On a first date or j…
Buy this book on Amazon
Hands-On Machine Learning with Scikit-Learn and TensorFlow

A series of Deep Learning breakthroughs have boosted the whole field of machine learning over the last decade. Now that machine learning is thriving, even programmers who know close to nothing about t…
Buy this book on Amazon
The Hundred-Page Machine Learning Book

Concise and to the point — the book can be read during a week. During that week, you will learn almost everything modern machine learning has to offer. The author and other practitioners have spent ye…
Buy this book on Amazon
Clean Architecture

Building upon the success of best-sellers The Clean Coder and Clean Code, legendary software craftsman Robert C. "Uncle Bob" Martin shows how to bring greater professionalism and discipline to applica…
Buy this book on Amazon
Dive Into Design Patterns

Buy this book on Amazon
Contagious: Why Things Catch On

New York Times bestseller and named Best Marketing Book of 2014 by the American Marketing Association

What makes things popular? Why do people talk about certain products and ideas more than others? Wh…
Buy this book on Amazon
System Design Interview – An insider's guide

The system design interview is considered to be the most complex and most difficult technical job interview by many. This book provides a step-by-step framework on how to tackle a system design questi…
Buy this book on Amazon
Artificial Intelligence: A Modern Approach

For one or two-semester, undergraduate or graduate-level courses in Artificial Intelligence. The long-anticipated revision of this best-selling text offers the most comprehensive, up-to-date introduct…
Buy this book on Amazon
The Alignment Problem: Machine Learning and Human Values

A jaw-dropping exploration of everything that goes wrong when we build AI systems and the movement to fix them.

Today’s "machine-learning" systems, trained by data, are so effective that we’ve invited…
Buy this book on Amazon
Build a Large Language Model

Buy this book on Amazon
The Book of Why: The New Science of Cause and Effect

A Turing Award-winning computer scientist and statistician shows how understanding causality has revolutionized science and will revolutionize artificial intelligence

"Correlation is not causation." Th…
Buy this book on Amazon
The Almanack of Naval Ravikant: A Guide to Wealth and Happiness

Getting rich is not just about luck; Happiness is not just a trait we are born with. These aspirations may seem out of reach, but building wealth and being happy are skills we can learn. So what are t…
Buy this book on Amazon
Hands-On Large Language Models: Language Understanding and Generation

AI has acquired startling new language capabilities in just the past few years. Driven by rapid advances in deep learning, language AI systems are able to write and understand text better than ever be…
Buy this book on Amazon
Architects of Intelligence: The truth about AI from the people building it

Buy this book on Amazon
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 perspecti…
Buy this book on Amazon