Deep Learning
The Deep Learning textbook is a resource intended to help students and practitioners enter the field of machine learning in general and deep learning in particular.
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Posted by John | Dec 23, 2018 | Computers and Technology |
The Deep Learning textbook is a resource intended to help students and practitioners enter the field of machine learning in general and deep learning in particular.
Read MorePosted by John | Dec 23, 2018 | Language, Personal Development |
How long does it take to learn a new language? How many words do you need to learn? Are languages within the reach of everybody? Which teachers should we avoid? The Word Brain provides the answers.
Read MorePosted by John | Dec 5, 2018 | Computers and Technology |
The generalization ability of a learning algorithm depends on the appropriateness of its representation language to express a generalization of the examples for the given task. Different learning algorithms employ different representations, search heuristics, evaluation functions, and search spaces.
Read MorePosted by John | Nov 7, 2018 | Programming |
The book is designed to appeal to students with only a modest mathematical background in undergraduate calculus and linear algebra. No formal computer science or statistical background is required to follow the book, although a basic familiarity with probability, calculus and linear algebra would be useful.
Read MorePosted by John | Sep 17, 2018 | Computers and Technology |
In this book we will be concerned with supervised learning, which is the problem of learning input-output mappings from empirical data (the training dataset). Depending on the characteristics of the output, this problem is known as either regression, for continuous outputs, or classification, when outputs are discrete.
Read MorePosted by John | Sep 9, 2018 | Engineering, Mathematics, Science |
This book is aimed at senior undergraduates and graduate students in Engineering, Science, Mathematics, and Computing. It expects familiarity with calculus, probability theory, and linear algebra as taught in a first or second year undergraduate course on mathematics for scientists and engineers.
Read MorePosted by John | Sep 1, 2018 | Programming |
Ruby on Rails can be deceiving in terms of being easy to learn, but it is nonetheless one of the nicest frameworks when it comes to building functional web applications. The Rails framework helps developers to build websites and applications, because it abstracts and simplifies common repetitive tasks.
Read MorePosted by John | Mar 12, 2018 | Computers and Technology |
Neural networks and deep learning currently provide the best solutions to many problems in image recognition, speech recognition, and natural language processing. This book will teach you many of the core concepts behind neural networks and deep learning.
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