/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.

MIT LicenseMIT

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.