My path to machine learning
Books
• Personal reading List
• Deep work
Machine Learning
• Bayesian linear regression
• KL Divergence
• Support vector machines
• Variational Inference
Python
• Mocking
• Magical Universe
  • Start
  • The Tales of Castle Kilmere
  • Object-oriented programming
  • Types of methods
  • Type annotations
  • To-string conversion
  • Decorators
  • Properties
  • Underscore patterns
  • Extending the universe
  • Duck Typing
  • Namedtuples
  • Abstract Base Classes
  • Data classes
  • Immutable data classes
  • Decorators in classes
  • if __name__ == "__main__"
  • Context managers
  • Testing with pytest
  • Iterators
  • Multisets
  • Extending the universe II
  • Exception classes
  • functools.wraps
  • Defaultdict
  • Config files
  • Wrap up
Software Engineering
• Intro to containers
• Intro to Docker
• Intro to virtual machines