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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The Word Brain: A Short Guide to Fast Language Learning
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.
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Machine Learning: Functional Trees
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.
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Bayesian Reasoning and Machine Learning
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.
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Gaussian Processes for Machine Learning
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.
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Information Theory, Inference, and Learning Algorithms
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.
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4 Free eBooks on Learning Ruby on Rails Framework
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.
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Neural Networks and Deep Learning
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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