Machine Learning

10 topics, in the order we teach them.

1. 1
   Python for machine learning

   Slides pdf
2. 2
   Mathematics and statistics essentials

   Slides pdf
3. 3
   Data preprocessing and cleaning

   Slides pdf
4. 4
   Exploratory data analysis

   Slides pdf
5. 5
   Supervised learning algorithms

   Slides pdf
6. 6
   Unsupervised learning algorithms

   Slides pdf
7. 7
   Model evaluation and validation

   Slides pdf
8. 8
   Feature engineering

   Slides pdf
9. 9
   Deep learning fundamentals

   Slides pdf
10. 10
    Model deployment and MLOps

    Slides pdf