2022

Machine Learning Zoomcamp 2022

• Launch stream with course overview
• Course calendar
• Deadline calendar
• FAQ
• Leaderboard
• Course Playlist: Only 2022 Live videos & homeworks

Syllabus

1. Introduction to Machine Learning

• Module materials
• Homework
• Homework solution:
  • Notebook
  • Video
• Office hours

2. Machine Learning for Regression

• Module materials
• Homework
• Homework solution:
  • Notebook
  • Video
• Office hours

3. Machine Learning for Classification

• Module materials
• Homework
• Homework solution:
  • Notebook
  • Video
• Office hours

4. Evaluation Metrics for Classification

• Module materials
• Homework
• Homework solution:
  • Notebook
  • Video
• Office hours

5. Deploying Machine Learning Models

• Module materials
• Homework
• Homework solution:
  • Code
  • Video
• Office hours

6. Decision Trees and Ensemble Learning

• Module materials
• Homework
• Homework solution:
  • Notebook
• Office hours

7. Production-Ready Machine Learning (Bento ML)

• Module materials
• Homework
• Homework solution:
  • Video
• Office hours

Midterm Project

• More information: projects.md

8. Neural Networks and Deep Learning

• Module materials
• Homework
• Homework solution:
  • Notebook
• Saturn Cloud: Notebooks with GPUs

9. Serverless Deep Learning

• Module materials
• Homework
• Homework solution:
  • Code

10. Kubernetes and TensorFlow Serving

• Module materials
• Homework
• Homework solution:
  • Code

11. KServe (optional)

• Module materials
• No homework

Capstone Project

• More information: projects.md

Capstone Project 2

• More information: projects.md

Article (Optional)

• More information: article.md

Image classification competition

If you liked our deep learning module, join us to build a model for classifying cups, glasses, plates, spoons, forks and knives.

Submit your learning in public links here

Supporters and partners

Thanks to the course sponsors for making it possible to run this course

Thanks to our friends for spreading the word about the course