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Bayesian Learning for Neural Networks (Lecture Notes in Statistics)

Ideal observer approximation using Bayesian classification ~ 886 IEEE TRANSACTIONS ON MEDICAL IMAGING VOL 20 NO 9 SEPTEMBER 2001 Ideal Observer Approximation Using Bayesian Classification Neural Networks Matthew A Kupinski Darrin C Edwards Maryellen L Giger Member IEEE and Charles E Metz Abstract—It is well understood that the optimal classification dataset of observations or features from both the normal class decision variable is the

Deep learning in neural networks An overview ScienceDirect ~ In recent years deep artificial neural networks including recurrent ones have won numerous contests in pattern recognition and machine learning

CS231n Convolutional Neural Networks for Visual Recognition ~ Course materials and notes for Stanford class CS231n Convolutional Neural Networks for Visual Recognition

Artificial neural network Wikipedia ~ Artificial neural networks ANN or connectionist systems are computing systems inspired by the biological neural networks that constitute animal brains The neural network itself is not an algorithm but rather a framework for many different machine learning algorithms to work together and process complex data inputs Such systems learn to perform tasks by considering examples generally

Juha Karhunen Aalto University School of Science ~ Juha Karhunen Aalto University School of Science Department of Computer Science Faculty Member Studies Bioscience Disturbance Ecology and Economics of Education

Introduction to the theory of neural computation Rodrigo ~ To appear in ARTIFICIAL INTELLIGENCE 1993 Elsevier Science Publishers Book Review John A Hertz Anders S Krogh and Richard G Palmer Introduction to the Theory of Neural Computation 1 Andreas S Weigend Xerox PARC Reviewed by 2 3333 Coyote Hill Road Palo Alto CA 94304 Received June 1992 Revised October 1992 Neural computation also called connectionism parallel distributed

Statistics at MIT Classes ~ There are many great graduate level classes related to statistics at MIT spread over several departments For students seeking a single introductory course in both probability and statistics we recommend 1151

Foundations of Machine Learning io ~ 3 Introduction to Statistical Learning Theory This is where our deep study of machine learning begins We introduce some of the core building blocks and concepts that we will use throughout the remainder of this course input space action space outcome space prediction functions loss functions and hypothesis spaces

Reading List « Deep Learning ~ Ciresan D C Meier U Schmidhuber J 2012 June Transfer learning for Latin and Chinese characters with deep neural Neural Networks IJCNN

GitHub josephmisitiawesomemachinelearning A curated ~ For a list of free machine learning books available for download go here For a list of mostly free machine learning courses available online go here For a list of blogs on data science and machine learning go here For a list of freetoattend meetups and local events go here

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