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:

1. Plant Seedling Classification from Kaggle
2. Humpback Whale Identification Challenge from Kaggle