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Deep Learning in Python (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

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  • Jupyter Notebook 99.5%
  • Python 0.5%