Deep Learning in Python (PyTorch)
- HamYad Research Lab., University of Tabriz (2018)
- Course website
- YouTube videos (in Persian)
- All the implementations are based on PyTorch. To install PyTorch, please see here.
Updated (09/09/2021)
- Week 01, week 02, week 03 updated to work with recent versions of PyTorch.
Contents
Week 0: Introduction
Part 1: Machine Vision
Week 1: Image Classification
Week 2: Face Recognition
Week 3: Object Localization and Classification
Week 4: Object Detection (Yolo2)
Part 2: Natural Language Processing
Week 5: Text Classification (Sentiment Analysis)
Week 6: Language Modelling
Week 7: Image Captioning
Week 8: Machine Translation (En to Per)
Assignments:
- Plant Seedling Classification from Kaggle
- Humpback Whale Identification Challenge from Kaggle
