Convolutional neural neworks

L
Luis Serrano
••
Luis Serrano A friendly introduction to Convolutional Neural Networks and Image Recognition
Person AlphabetComputer / / / ! Simple World
Simple World 1 11 1
Simple World /
Keyboard
Image recognition software /
-1 1 1 -1 1 -1 -1 1 / 1 -1 -1 1 -1 1 1 -1 + + - - + -+ - + - +- + - +- = 4 = -4 +1 +1 +1+1 -1 -1 -1-1 + + + = 0 + + + = 0 x x x = 1 x x x = 1
+ - - + Image Recognition Classifier If positive, “” If negative, “/”
-1 -1 1 -1 1 1 -1 1
-1 -1 1 -1 1 1 -1 1 / + + - - + -+ - 1 1 -1 1 -1 -1 1 -1 = 2 = -2 +1 -1 +1+1 -1 +1 -1-1 + - +- + - +-
Artificial Intelligence ? = = / + - - +
Artificial Intelligence - - - - - + + - + - - - - + - + - + - - - - + - - - + + + + + - - - - + + + - - + - + - + - - + + + - + + - + + - + + + + + + + 16 choices
Artificial Intelligence + + + + so-so
Artificial Intelligence + + + + - + + + + - + + + + + - + + - +so-so worse better worse better
Artificial Intelligence + + + + - + + + + - + + + + + - + + - +so-so - - + + + - - + + - + - worse better! worse
Artificial Intelligence Way too many choices 0.5 1.2 0.7 1.0 0.9 -0.7 -0.6 1.1 , , etc…
Gradient Descent 0.5 1.2 0.7 1.0 0.6 0.9 0.5 1.1 0.7 0.4 0.3 1.2 0.9 -0.2 -0.2 1.1 0.9 -0.7 -0.6 1.1 1 -1 -1 1 Lots of errors Derivatives Few errors
XOXO! Slightly More Complex World Person Alphabet X O Computer X O
1 -1 -1 -1 1 -1 -1 -1 1 -1 -1 1 -1 1 -1 1 -1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 / X O
1 -1 1 -1 1 -1 1 -1 1 + + - - + - + - +
1 -1 -1 1 Previous Knowledge -1 1 1 -1
X O / 1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 -1 -1 1 -1 1 -1 1 -1 -1 1 -1 -1 -1 1 -1 -1 -1 1 Convolutional Neural Network Convolution Layer Pooling Layer Fully Connected Layer
1 -1 1 -1 1 -1 1 -1 1 4 -4 -4 4 + - - + + + - - -4 4 4 -4 - + + - - - + + Convolution Layer Pooling Layer
1 -1 1 -1 1 -1 1 -1 1
-1 1 -1 1 -1 1 -1 1 -1 -4 4 4 -4 + - - + + + - - 4 -4 -4 4 - + + - - - + +
-1 1 -1 1 -1 1 -1 1 -1
1 -1 -1 -1 1 -1 -1 -1 1 4 -2 -2 4 + - - + + + - - -4 2 2 -4 - + + - - - + +
1 -1 -1 -1 1 -1 -1 -1 1
-1 -1 1 -1 1 -1 1 -1 -1 2 -4 -4 2 + - - + + + - - -2 4 4 -2 - + + - - - + +
-1 -1 1 -1 1 -1 1 -1 -1
Convolution Layer Pooling Layer Fully Connected Layer
1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 -1 -1 1 -1 1 -1 1 -1 -1 1 -1 -1 -1 1 -1 -1 -1 1 1 -1 -1 1 -1 1 1 -1 -1 1 1 -1 1 -1 -1 1 -1 -1 -1 -1 -1 1 1 -1 1 -1 -1 1 -1 -1 -1 -1
1 -1 1 -1 1 -1 1 -1 1 1 -1 -1 1 -1 1 1 -1 -1 1 -1 1 -1 1 -1 1 -1 -1 1 1 -1 1 -1 -1 1 -1 -1 1 -1 1 -1 1 -1 -1 -1 -1 -1 -1 -1 1 1 -1 1 -1 -1 -1 1 -1 -1 -1 1 1 -1 -1 1 -1 -1 -1 -1 + - - + - + + - X - + + - + - - + - - - - - + + - + - - + - - - - O / Filters
1 -1 1 -1 1 -1 1 -1 1 1 -1 -1 1 -1 1 1 -1 + - - + - + + - - + + - + - - + - - - - - + + - + - - + - - - - 8X O / -8 4 4 +1 +1 +1+1 +1 +1 +1+1
-1 1 -1 1 -1 1 -1 1 -1 -1 1 1 -1 1 -1 -1 1 + - - + - + + - - + + - + - - + - - - - - + + - + - - + - - - - -8X O / 8 -4 -4
-1 -1 1 -1 1 -1 1 -1 -1 -1 -1 -1 -1 -1 1 1 -1 + - - + - + + - - + + - + - - + - - - - - + + - + - - + - - - - 4X O / -4 8 0
1 -1 -1 -1 1 -1 -1 -1 1 1 -1 -1 1 -1 -1 -1 -1 + - - + - + + - - + + - + - - + - - - - - + + - + - - + - - - - 4X O / -4 0 8
1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 1 -1 -1 -1 1 -1 1 -1 1 -1 -1 1 -1 -1 -1 1 -1 -1 -1 1 X O / Convolutional Neural Network Convolution Layer Pooling Layer Fully Connected Layer
+ - - + + - - + + - - + + - - + - + + - - + + - - + + - - + + - + - - + - + + - - + + - + - - + - - - - - + + - + - - + - - - - 1 -1 -1 1 -1 1 1 -1 -1 1 1 -1 1 -1 -1 1 -1 -1 -1 -1 -1 1 1 -1 1 -1 -1 1 -1 -1 -1 -1 1 -1 1 -1 1 -1 1 -1 1 X O / Convolution Layer Pooling Layer Fully Connected Layer
+ - - + + - - + + - - + + - - + - + + - - + + - - + + - - + + - + - - + - + + - - + + - + - - + - - - - - + + - + - - + - - - - 1 -1 -1 1 -1 1 1 -1 1 -1 1 -1 1 -1 1 -1 1 X O / Convolution Layer Pooling Layer Fully Connected Layer 8 -8 4 4
X O Artificial Intelligence ?
Gradient Descent X O Lots of errors Few errors
People Computer Alphabet Advanced World
Convolutional neural neworks
Convolutional neural neworks
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Convolutional neural neworks

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Convolutional neural networks Slides for this video: https://www.youtube.com/watch?v=2-Ol7ZB0MmU

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Luis Serrano

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Convolutional neural neworks