Notebook to extract features from the Instacart market basket analysis data in order to build a product reordered classifier.
Instacart Feature Engineering Notebook
Instacart market basket analysis reordering classifier model fitting.
Instacart Model Fitting Notebook
Instacart market basket analysis reordering Random Forest classifier evaluation on validation set.
Instacart Model Evaluation Notebook
Predict reordered products on the test set provided for the Instacart market basket analysis competition.
Instacart Model Testing Notebook
Exploratory data analysis and predictive modeling of the Titanic survival prediction challenge as provided by Kaggle.
Titanic Survival Prediction Classifier Notebook
A list of books, online courses and video lectures to learn machine learning theory and practice, starting from beginner level all the way to advanced material.