Learn Machine Learning with Scikit-learn
Introduction
Learn the fundamentals of machine learning with Scikit-learn, Numpy and Matplotlib and discover the different algorithms with comics and interactive module/code.
Course Content
17 lessons
1 - Introduction to machine Learning
What's machine learning?
Using Scikit-learn
2 - Linear regression
Why using linear regression?
Predict the price of a house
3 - Logistic regression
Why using logistic regression?
Hotel booking
4 - Naive Bayes Classification
Why using Naive Bayes?
The algorithm
5 - Clustering
Why using clustering?
The algorithm
6 - Decision Trees and Random forest
Why using Decision Trees and Random forest?
The algorithm
7 - Gradient Boosting
Why using Gradient Boosting?
The algorithm
8 - Support Vector machines
Why using SVM?
The algorithm
9 - Machine Learning Project
Predicting the survivors of the Titanic
