This book deals with the relevance of recognition and validation of non-formal and informal learning in education and training, the workplace and society. In an increasing number of countries, it is at the top of the policy and research agenda ranking among the possible ways to redress the glaring lack of relevant academic and vocational qualificat Educating Students to Improve the World. This book addresses how to help students find purpose in a rapidly changing world.
Efficient Learning Machines. Machine learning techniques provide cost-effective alternatives to traditional methods for extracting underlying relationships between information and data and for predicting future events by processing existing information to train models.
Efficient Learning Machines explores the major topics of machine learning, including knowledge discovery, cla Other browsers do not work as well. If you like this book then buy a copy of it and keep it with you forever. This will help you and also support the authors and the people involved in the effort of bringing this beautiful piece of work to public.
Skip to content. Star 9. Branches Tags. Could not load branches. Could not load tags. The book begins with a basic overview of machine learning, guiding you through setting up popular Python frameworks. You will also understand how to prepare data by cleaning and preprocessing it for deep learning, and gradually go on to explore neural networks.
A dedicated section will give you insights into the working of neural networks by helping you get hands-on with training single and multiple layers of neurons. The perceptron , the multilayer perceptron, self-organizing maps, and neurodynamics, to name a few topics, have always been considered integral parts of neural networks, rooted in ideas inspired by the human brain.
Kernel methods , exemplified by support-vector machines and kernel principal components analysis, are rooted in statistical learning theory. You can buy Hard copy of Book here. This book is oriented to engineers with only some basic understanding of Machine Learning who want to expand their wisdom in the exciting world of Deep Learning with a hands-on approach that uses TensorFlow. Neural Networks and Deep Learning is a free online book.
The book will teach you about:. Neural networks and deep learning currently provide the best solutions to many problems in image recognition, speech recognition, and natural language processing. This book provides a clear and detailed survey of fundamental neural network architectures and learning rules.
In it, the authors emphasize a fundamental understanding of the principal neural networks and the methods for training them.
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