Overview
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Learn how to train Convolutional Neural Networks using the optim package in this 28-minute video tutorial by Alfredo Canziani. Explore the objective function, optimal package, theta, dataset, and training script. Understand the gradient of T example and delve into saddle points in non-convex optimization. Access additional resources, including the full project on GitHub, Alec Radford's animations, and Sebastian Ruder's blog post on optimizing gradient descent. Gain practical insights into CNN training techniques and enhance your deep learning skills.
Syllabus
Introduction
Objective function
Optimal package
Theta
Dataset
Training script
Gradient of T
Example
Taught by
Alfredo Canziani