kk289 / machine-learning-roadmap

A roadmap connecting many of the most important concepts in machine learning, how to learn them and what tools to use to perform them.

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2020 Machine Learning Roadmap

2020 machine learning roadmap overview

A roadmap connecting many of the most important concepts in machine learning, how to learn them and what tools to use to perform them.

Namely:

  1. 🤔 Machine Learning Problems - what does a machine learning problem look like?
  2. ♻️ Machine Learning Process - once you’ve found a problem, what steps might you take to solve it?
  3. 🛠 Machine Learning Tools - what should you use to build your solution?
  4. 🧮 Machine Learning Mathematics - what exactly is happening under the hood of all the machine learning code you're writing?
  5. 📚 Machines Learning Resources - okay, this is cool, how can I learn all of this?

See the full interactive version.

Video walkthrough coming July 12.

About

A roadmap connecting many of the most important concepts in machine learning, how to learn them and what tools to use to perform them.

License:MIT License