Practical Deep Learning for Coders (online course. cost: 5 days)

1. What

Deep Learning for Coders with fastai and PyTorch: AI Applications Without a PhD - crash course (8 lessons in 8 days)

2. Why

What you will learn:

• How to train models that achieve state-of-the-art results in Computer vision, Natural language processing (NLP), Tabular data (e.g., sales prediction), Collaborative filtering (e.g., movie recommendation)
• How to turn your models into web applications, and deploy them
• Why and how deep learning models work, and how to use that knowledge to improve the accuracy, speed, and reliability of your models
• The latest deep learning techniques that really matter in practice
• How to implement stochastic gradient descent and a complete training loop from scratch
• How to think about the ethical implications of your work, to help ensure that you're making the world a better place and that your work isn't misused for harm

3. Lessons

1. Questions at the end of lesson 1: lesson 1
2. Questions at the end of lesson 2: lesson 2 (in progress)
3. Questions at the end of lesson 3: lesson 3 (in progress)
4. Questions at the end of lesson 4: lesson 4 (in progress)
5. Questions at the end of lesson 5: lesson 5 (in progress)
6. Questions at the end of lesson 6: lesson 6 (in progress)
7. Questions at the end of lesson 7: lesson 7 (in progress)
8. Questions at the end of lesson 8: lesson 8 (in progress)