(Free) Courses

Free Udacity Courses

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Udacity offers free “Nanodegree” courses which are small degrees that you can add to your CV. It is easy to get started and a nice way to dive deeper into specific subjects.

The AI / Machine Learning related courses include:

Beginner:

Intermediate:

Advanced:

fast.ai's Machine Learning Course

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The Fast.ai Machine Learning for Coders course is great for those of you who are familiar with coding, especially with the Python language. Also don’t forget to check out fast.ai’s Deep Learning courses. You can find them here.

Intel's Machine Learning Courses

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Intel’s AI Academy has several free courses on Artificial Intelligence and Machine Learning. They cover beginning topics as well as advanced techniques.

AI and Machine Learning courses from Intel:

Fast.ai's Deep Learning Courses

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The 7-week fast.ai Deep Learning for Coders Course is great for those of you who are familiar writing code in Python.

fast.ai provides two free Deep Learning courses:

Intel's Deep Learning courses

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Intel’s AI Academy has several free courses on Artificial Intelligence, Deep Learning and Machine Learning. They cover beginning topics as well as advanced techniques.

Artificial Intelligence courses from Intel:

Udacity's free Deep Learning Course (By Google)

Udacity, aitube.io, aitu.be, Sebastian Thrun, Deep Learning, Machine learning, courses, katie malone, reinforcement learning

Udacity has an amazing free course on Deep Learning by Google. Vincent Vanhoucke teaches you the inner workings of neural networks. They also help you to work with Tensorflow and code your own deep learning architectures.

School of AI's Move 37 Course

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School of AI has a free Reinforcement Learning course called “Move 37”. In this course you will learn the basic principles as well as advanced techniques such as actor-critic and deep Q learning. The program concludes with an end project where you will implement your own multi-agent reinforcement learning program.

 

Udacity's free Reinforcement Learning Course (By Georgia Tech)

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Udacity has a great reinforcement learning course made by professors from Georgia Tech. The instructors (Charles Isbell and Michael Littman) are themselves renowned researchers in the field and they bring the material with a great enthusiasm and humor.

David Silver's (DeepMind) free RL Course

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DeepMind co-founder gives a primer on reinforcement learning in this series of 10 lectures that are available for free.

Free Coding Tutorials

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CodeCademy is an excellent website for coding tutorials. You can get free beginner tutorials on a wide range of languages, like Python, SQL, Bash/Shell, Git, JavaScript, Java, Ruby, HTML and CSS. The website also offers more elaborate paid programs that can last up to a few months.

Click here to check out free coding tutorials from CodeCademy!

Free Math Courses

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The most important mathematical topics that you will encounter in A.I. are:

  • Linear Algebra
  • (Multi-variable) Calculus
  • Probability and Statistics
  • Optimization

There are several ways to learn A.I. related math for free.

1. Take courses from MIT OpenCourseWare for a complete understanding of A.I. Math:

2. Watch videos from Youtube Educator 3Blue1Brown for a good intuitive understanding of A.I. math:

3. Check out edX for free courses on probability and algorithms:

 

Note: I must accredit Siraj Raval for most of the sources on this section. Check out his “Learn Machine Learning is 3 months” video here!