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Gradient Descent. How NN learns

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ElifTech
ElifTech

Learn how Neural Networks learns, what is Gradient Descent algorithm part in it, Cost Function, Backpropagation, etc. from short presentation by Anatolii Shkurpylo, Software Developer at ElifTech

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Gradient Descent. How NN learns by Anatolii Shkurpylo, Software Developer
www.eliftech.com â–Ș Interesting intro â–Ș Recap basics of Neural Network â–Ș Cost Function â–Ș Gradient Descent â–Ș Backpropagation â–Ș Links
www.eliftech.com Interesting Intro
www.eliftech.com Types of Machine Learning
www.eliftech.com Blizzard and Google betray humanity with StarCraft 2 tools
www.eliftech.com Recap Neural Networks
www.eliftech.com Input layer 2 hidden layers Output layer ... 28 * 28 px vector 784d
www.eliftech.com
www.eliftech.com Cost Function
www.eliftech.com Cost Function (Loss or objective function) C =cost
www.eliftech.com Cost function by Linear regression example
www.eliftech.com Quadratic or MSE function
www.eliftech.com Gradient Descent
www.eliftech.com Cost Function (Loss or objective function)
www.eliftech.com Gradient Descent of cost function C(v1, v2)
www.eliftech.com Gradient Descent of cost function
www.eliftech.com Stochastic Gradient Descent
www.eliftech.com Backpropagation
www.eliftech.com Chain Rule
www.eliftech.com Chain Rule
www.eliftech.com
www.eliftech.com Links â–Ș http://neuralnetworksanddeeplearning.com/index.html â–Ș https://www.analyticsvidhya.com/blog/2017/01/introduction-to-reinforcement- learning-implementation/ â–Ș https://deepmind.com/blog/deepmind-and-blizzard-open-starcraft-ii-ai-research- environment/ â–Ș http://www.3blue1brown.com/ â–Ș https://www.khanacademy.org/math/ap-calculus-ab/ab-derivative-rules/ab-chain- rule/v/chain-rule-introduction â–Ș https://www.coursera.org/learn/machine-learning â–Ș https://github.com/mnielsen/neural-networks-and-deep- learning/blob/master/src/network.py
www.eliftech.com Thank you for attention! Find us at eliftech.com Have a question? Contact us: info@eliftech.com

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