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1
Intro
2
Birth of Deep Learning
3
ImageNet
4
Lack of Readiness for Big Datasets
5
ImageNet Challenge ILSVRC
6
AlexNet
7
PYTORCH IMPLEMENTATION
8
Data Preprocessing
9
Class Prediction with AlexNet
10
Goldfish Results
11
Closing Notes
Description:
Explore the revolutionary impact of AlexNet and ImageNet on deep learning in this comprehensive 36-minute video. Delve into the history of the 2012 ImageNet challenge, where AlexNet's groundbreaking performance marked a turning point for artificial intelligence. Learn about the creation and significance of the ImageNet dataset, the challenges faced by early deep learning models, and the technical innovations that made AlexNet successful. Follow along with a PyTorch implementation, including data preprocessing and class prediction techniques. Gain insights into the synergy between large datasets and novel neural network architectures that paved the way for modern AI advancements.

AlexNet and ImageNet Explained

James Briggs
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