# ML Tutorials and Tips

In-depth introduction to machine learning in 15 hours of expert videos

Machine Learning Practical Advice – Scikit-Learn

Introduction to Sckit-Learn (Vanderplass)

# Data Mining

R and Data Mining: Examples and Case Studies

# Kaggle

Winning Kaggle, An introduction to Re-Ranking

Titanic: Machine Learning from Disaster

# Titanic

Titanic Survival Prediction Using R

Titanic Survival Prediction Using R (Wehrley)

Titanic with Decision Trees

Kaggle – Titanic Machine Learning from Disaster

Data Science Learning from the Titanic in R

EECS 349 Titanic – Machine Learning From Disaster

The sinking of the Titanic – Binary Logistic Regression in R

CS229 Titanic – Machine Learning from Disaster

# Supervised Learning

Scikit-Learn Supervised Learning

DataRobot – Classification with Sckit-Learn

### Logistic Regression

Logistic Regression with sckit-learn

Kaggle — Photo quality prediction

### Decision Trees

Classification with Decision Tree Induction

Scikit-Learn Decision Tree Regression

### Support Vector Machines

Scikit-Learn Support Vector Machines

# Unsupervised Learning

### Principal Component Analysis

PCA in an image with scikit-learn and scikit-image

Scikit-Learn Faces Dataset Decomposition

PCA for Machine Learning (R)