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Deep Learning with PyTorch

Installation
Quick Reference

Lessons

1. Supervised Learning
- Guided Lab
2. Neural Networks
- Guided Lab
3. Training Workflow
- Guided Lab
4. Performance Analysis
- Guided Lab
5. Convolutional Networks
- Guided Lab
6. Deeper Architectures
- Guided Lab
7. Representation Learning

Tutorials (PyTorch)

NumPy
PyTorch
Neural Networks (MLP)
Convolutional Networks (CNN)
Transfer Learning
Deep Metric Learning

Projects

How to Work on Projects
Image Classification
- Overview
- Image Scraping
Image Retrieval
Object Localization
- Part 1: Single Object
- Part 2: Multiple Objects
Crowd Counting
- Choice 1: Density Map
- Choice 2: Head localization

Search

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By Giovanni Chierchia (2025)

Course licensed under

and code snippets under