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YouTube

Convolutional Neural Networks

Alfredo Canziani via YouTube

Overview

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This lecture introduces convolutional neural networks through parameter transformations, the convolution operator, biological inspirations, early ConvNets, and LeNet-5 digit recognition. It explains how CNNs exploit compositionality, stationarity, and locality in natural images.

Syllabus

– Week 3 – Lecture
– Visualization of Neural Networks
– Parameter Transformations, the Convolution Operator, and Deep Convolutional Neural Networks
– Inspirations from Biology
– The First ConvNets
– LeNet5 and digit recognition
– Feature Binding and What are ConvNets Good for?

Taught by

Alfredo Canziani

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