<aside> ๐ŸŒฑ Here are some independent learning resources for you that you should use to prepare for the BeyondAI programme. We hope youโ€™ll find them useful!

โˆ‚6 ThinkingBeyond

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<aside> ๐Ÿ‘ฉโ€๐Ÿ’ป If you are not familiar with programming in Python, or programming at all, make sure to start working through our programming resources asap. Programming is a skill and requires time to learn. Make sure to start early. For the programme you will require

  1. Being familiar with programming in Python
  2. Being familiar with the libraries NumPy, Matplotlib and Pandas
  3. Being familiar with Google Colab

The Learn Programming section contains resources for each level. If you are curious to learn what a computer and the Internet actually are, we recommend you start with Introduction to Computers, the Internet and AI.

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<aside> <img src="/icons/mathematics_purple.svg" alt="/icons/mathematics_purple.svg" width="40px" /> AI and Machine Learning relies heavily on linear algebra and calculus. Make sure you have the required knowledge and skills down so you can take active part in the mathematical modelling of a Machine Learning problem during the Course Stage. For the programme you will require

  1. Being familiar with Calculus of functions with one variable
  2. Being familiar with Linear Algebra (the algebra of vectors and matrices)
  3. Being familiar with the basics of multivariable Calculus (partial derivatives and gradient)

The Maths for AI section contains resources for each, and for different levels. You are not required to work through every single course and book we have added, and you can use your own resources, too, of course. We are providing you with offers and guidance to help you. However, you need to make sure you have the required maths down and be able to show us before the programme start.

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<aside> ๐Ÿ“– Here you can find the template for your personal progress tracker in Notion. You are required to use it to plan your work and track your progress while preparing for the programme. You can use the tracker to store your personal notes and insights, as well as additional resources, for example. Thatโ€™s up to you! However, note that maintaining this progress tracker is key for a successful application to the programme.

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Use the guides in How to Work with Notion to learn how to clone a Notion page and how to share the corret link with us via the application form, so we can access it.

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Preparation Material