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…
Shelve Hands-On Machine Learning with Scikit-Learn and TensorFlow
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 …
Shelve An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics)
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…
Shelve Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
Data science libraries, frameworks, modules, and toolkits are great for doing data science, but they’re also a good way to dive into the discipline without actually understanding data science. In this…
Shelve Data Science from Scratch: First Principles with Python
Python for Data Analysis is concerned with the nuts and bolts of manipulating, processing, cleaning, and crunching data in Python. It is also a practical, modern introduction to scientific computing i…
Deep learning is applicable to a widening range of artificial intelligence problems, such as image classification, speech recognition, text classification, question answering, text-to-speech, and opti…
Data is at the center of many challenges in system design today. Difficult issues need to be figured out, such as scalability, consistency, reliability, efficiency, and maintainability. In addition, w…
A comprehensive update of the leading algorithms text, with new material on matchings in bipartite graphs, online algorithms, machine learning, and other topics.
An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives.
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 …
Shelve Natural Language Processing with Transformers: Building Language Applications with Hugging Face
Don't simply show your data — tell a story with it! Storytelling with Data teaches you the fundamentals of data visualization and how to communicate effectively with data. You'll discover the power of…
Shelve Storytelling with Data: A Data Visualization Guide for Business Professionals
For many researchers, Python is a first-class tool mainly because of its libraries for storing, manipulating, and gaining insight from data. Several resources exist for individual pieces of this data …
Shelve Python Data Science Handbook: Essential Tools for Working with Data
In this "important and comprehensive" guide to statistical thinking ( New Yorker ), discover how data literacy is changing the world and gives you a better understanding of life’s biggest problems.
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Shelve The Art of Statistics: How to Learn from Data
Deep learning is often viewed as the exclusive domain of math PhDs and big tech companies. But as this hands-on guide demonstrates, programmers comfortable with Python can achieve impressive results i…
Shelve Deep Learning for Coders with Fastai and Pytorch: AI Applications Without a PhD
Data engineering has grown rapidly in the past decade, leaving many software engineers, data scientists, and analysts looking for a comprehensive view of this practice. With this practical book, you'l…
Shelve Fundamentals of Data Engineering: Plan and Build Robust Data Systems
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…
Python's simplicity lets you become productive quickly, but this often means you aren't using everything it has to offer. With this hands-on guide, you'll learn how to write effective, idiomatic Pytho…
Shelve Fluent Python: Clear, Concise, and Effective Programming
Straight from the programming trenches, The Pragmatic Programmer cuts through the increasing specialization and technicalities of modern software development to examine the core process--taking a …
Shelve The Pragmatic Programmer: From Journeyman to Master
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,…
Shelve Introduction to Machine Learning with Python: A Guide for Data Scientists
If you've ever spent hours renaming files or updating hundreds of spreadsheet cells, you know how tedious tasks like these can be. But what if you could have your computer do them for you?
In "Automate…
Shelve Automate the Boring Stuff with Python: Practical Programming for Total Beginners
