Various Machine Learning Links

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)

Clustering

Scikit-Learn K-Means Clustering