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ML algorithms

This class will cover some of the most famous Machine Learning algorithms. You will have the opportunity to learn and use them on a medical dataset! Even though you will use scikit-learn prepare yourself to code from scratch!

Course Materials

Object-Oriented Notebook

(Only Granted to AIBT student)
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Skills you will acquire

Sklearn basics
Linear Regression
Logistic Regression
KNN
Decision Tree
Bagging
Boosting
Stacking

Handful External resources

Some cheat sheets:

Cheat sheets on ML and Statistics (French only)

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Cheat sheets on Models Aggregation (French only)

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Some additionnal resources concerning gradient:

Gradient Boosting article

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Your Teachers

Yannick Prudent


Corentin Friedrich

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This project is maintained by IRT Saint Exupery

Get In Touch with ISAE Supaero

Address

10, avenue Édouard-Belin
BP 54032 - 31055 Toulouse CEDEX 4

Phone

+33 (0)5 61 33 80 80

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