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Deep Learning A-Z™: Artificial Neural Networks (ANN) - Stochastic Gradient Descent

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Kirill Eremenko

Deep Learning A-Z™: Artificial Neural Networks (ANN) - Stochastic Gradient Descent

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© SuperDataScienceDeep Learning A-Z
© SuperDataScienceDeep Learning A-Z C = ½(ŷ- y)2 C ŷ
© SuperDataScienceDeep Learning A-Z C ŷ Best!
© SuperDataScienceDeep Learning A-Z C = ∑ ½(ŷ- y)2 X1 X2 Xm w1 w2 wm ŷ y X1 X2 Xm w1 w2 wm ŷ y X1 X2 Xm w1 w2 wm ŷ y X1 X2 Xm w1 w2 wm ŷ y X1 X2 Xm w1 w2 wm ŷ y X1 X2 Xm w1 w2 wm ŷ y X1 X2 Xm w1 w2 wm ŷ y X1 X2 Xm w1 w2 wm ŷ y ŷ y C ŷ y ŷ y ŷ y ŷ y ŷ y ŷ y ŷ y Adjust w1, w2, w3
© SuperDataScienceDeep Learning A-Z C = ∑ ½(ŷ- y)2 X1 X2 Xm w1 w2 wm ŷ y X1 X2 Xm w1 w2 wm ŷ y X1 X2 Xm w1 w2 wm ŷ y X1 X2 Xm w1 w2 wm ŷ y X1 X2 Xm w1 w2 wm ŷ y X1 X2 Xm w1 w2 wm ŷ y X1 X2 Xm w1 w2 wm ŷ y X1 X2 Xm w1 w2 wm ŷ y ŷ y C ŷ y ŷ y ŷ y ŷ y ŷ y ŷ y ŷ y Adjust w1, w2, w3Adjust w1, w2, w3Adjust w1, w2, w3
© SuperDataScienceDeep Learning A-Z Upd w’s Upd w’s Upd w’s Upd w’s Upd w’s Upd w’s Upd w’s Upd w’s Upd w’s
© SuperDataScienceDeep Learning A-Z A Neural Network in 13 lines of Python (Part 2 - Gradient Descent) Andrew Trask (2015) Link: https://iamtrask.github.io/2015/07/27/python-network-part2/ Additional Reading:
© SuperDataScienceDeep Learning A-Z Neural Networks and Deep Learning Michael Nielsen (2015) Link: http://neuralnetworksanddeeplearning.com/chap2.html Additional Reading:

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