Stefan Fiott

Machine Learning

Instacart - Market Basket Analysis

Feature Engineering

Notebook to extract features from the Instacart market basket analysis data in order to build a product reordered classifier.

Instacart Feature Engineering Notebook

Model Fitting

Instacart market basket analysis reordering classifier model fitting.

Instacart Model Fitting Notebook

Model Evaluation

Instacart market basket analysis reordering Random Forest classifier evaluation on validation set.

Instacart Model Evaluation Notebook

Model Testing

Predict reordered products on the test set provided for the Instacart market basket analysis competition.

Instacart Model Testing Notebook

Titanic Survival Prediction

Exploratory data analysis and predictive modeling of the Titanic survival prediction challenge as provided by Kaggle.

Titanic Survival Prediction Classifier Notebook

Resources to Learn Machine Learning

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.

View Resources