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Expand Up @@ -13,7 +13,9 @@ Learn some math basics! Focus only on these topics, then come back later in case
* [Khan Academy - Linear Algebra](https://www.khanacademy.org/math/linear-algebra)
* [Khan Academy - Statistics Probability](https://www.khanacademy.org/math/statistics-probability)
* [Optional: 3Blue1Brown - Essence of Linear Algebra](https://www.3blue1brown.com/essence-of-linear-algebra-page/)

* mathematicalmonk - YouTube
* https://gwthomas.github.io/docs/math4ml.pdf
* http://fs2.american.edu/alberto/www/analytics/ISLRLectures.html
## 2. Learn Python

* [4h Beginner Course](https://youtu.be/rfscVS0vtbw)
Expand All @@ -31,7 +33,8 @@ Learn some math basics! Focus only on these topics, then come back later in case

* [Machine Learning Specialization Andrew Ng | Coursera](https://www.coursera.org/specializations/machine-learning-introduction) (3 Courses)
* Optional: [Machine Learning From Scratch](https://youtube.com/playlist?list=PLqnslRFeH2Upcrywf-u2etjdxxkL8nl7E)

* optional: https://www.kaggle.com/learn/intro-to-machine-learning . - Learn the core ideas in machine learning, and build your first models. - Free
* optinal: https://youtu.be/fw6NMQrYc6w -Get your models online and show them to the world- (free)
## 5. Hands-on Data Preparation

* [Kaggle Intro to Machine Learning](https://www.kaggle.com/learn/intro-to-machine-learning)
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