Maching learning bootcamp from 42 AI !!

Machine learning bootcamp created by https://www.42ai.fr/

Get started with some linear algebra and statistics

Sum, mean, variance, standard deviation, vectors and matrices operations.
Hypothesis, model, regression, cost function.

Implement a method to improve your model's performance: gradient descent, and discover the notion of normalization

Gradient descent, linear regression, normalization.

Extend the linear regression to handle more than one features, build polynomial models and detect overfitting

Multivariate linear hypothesis, multivariate linear gradient descent, polynomial models.
Training and test sets, overfitting.

Discover your first classification algorithm: logistic regression!

Logistic hypothesis, logistic gradient descent, logistic regression, multiclass classification.
Accuracy, precision, recall, F1-score, confusion matrix.

Fight overfitting!

Regularization, overfitting. Regularized cost function, regularized gradient descent.
Regularized linear regression. Regularized logistic regression.