Natural Computation Methods for Machine Learning Note 08

Natural Computation Methods for Machine Learning Note 08 ex) Tic-Tac-Toe Assign value to each board position (state): +1 if the state is a winning terminal state. 0 if the state is a losing terminal state +0.5 to all other states (terminal and non–terminal) pl…

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Natural Computation Methods for Machine Learning Note 07

Natural Computation Methods for Machine Learning Note 07 From today, we are going to introduce reinforcement learning(RL). Forget ANNs for a while - RL is a field in its own right, independent from ANNs. However, as we will see, ANNs are sometimes used in RL. …

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Natural Computation Methods for Machine Learning Note 06

Natural Computation Methods for Machine Learning Note 06 In this course, we learn more on extensions. and prior knowledge. Automatic dimensioning We want to minimize the number of hidden nodes(=> less overfitting) The approaches: start with a large networks an…

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Natural Computation Methods for Machine Learning Note 05

Natural Computation Methods for Machine Learning Note 05 Let's continue talk about overtraining. Training set size The number of training set samples should be much larger than the number of weights roughly for ​ $$N^2$$(N = the number of weights). What to do …

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Natural Computation Methods for Machine Learning Note 04

Natural Computation Methods for Machine Learning Note 04  Credit assignment problem in order to decide by how much of the result blamed or credited to a particular weight. We need sigmoid function. Sigmoid function = any S-shape function. examples. logistical …

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Natural Computation Methods for Machine Learning Note 03

Natural Computation Methods for Machine Learning Note 03 Pattern recognition and the Perceptron This course, I learnt basic pattern recognition , perceptron and an overview of how to train/adjust the perceptron. Pattern recognition Here are some basic terms we…

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Natural Computation Methods for Machine Learning Note 02

Neural basics A question, what is AI? Artificial Intelligence: It is not the art of making computers behave as they do in the movies. It is motivated by the brain, but do not overdo it. We always regard it as a black box.  After opening this box, we can see a …

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Natural Computation Methods for Machine Learning Note 01

Introduction I am going to record my course notes for a basic machine learning course, Natural Computation Methods for Machine Learning ( 1DL073 ).  There are some course notes and personal understanding. I will not show full slides and provide the e-book of  …

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GPU云主机配置keras2Python3.6Tensorflow环境记录[20190402可用]

python3.6 cudnn7.1.3 keras和tensorflow graphviz Opencv     阿里云 弗吉尼亚地区 ecs.gn5-c4g1.xlarge型号 OS:ubuntu 16.04 CPU: 4 vCPU GPU: Nvidia P100 (12 GiB 显存)   安装python3 sudo apt-get install -y  software-properties-common sudo add-apt-repository ppa:deads…

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