Blog

Dive into the world of machine learning with our blog, a curated hub where we share insightful articles, in-depth case studies, and results from our latest projects.

Kaggle Notebooks

Kaggle Notebook
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Jan Meyer
•
May 16, 2023

CORA: Relational Learning vs Graph Neural Networks

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Kaggle Notebook
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Patrick Urbanke
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January 31, 2023

Feature Engineering over 100x faster than tsfresh

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Kaggle Notebook
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Patrick Urbanke
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November 6, 2022

Feature Engineering for Time Series

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Blog Posts

Article

Introducing FastProp: the fastest approach to propositionalization

FastProp is our unique take on propositionalization. In real-world benchmarks against popular propositionalization libraries, we find FastProp is between 34x to 179x faster than the current state of the art.

Sören Nikolaus
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June 2021
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2
min read
Article

Deep Learning on Relational Business Data

The year is 2020. The world is entirely dominated by Deep Learning applications. Well, not entirely... This post highlights the blank spot on the map.

Johannes King
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July 2020
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11
min read
Case Study

GetML gains 4% accuracy in customer churn prediction within 15 minutes of training

GetML empowers a multinational car manufacturer to improve on customer retention strategies by providing accurate churn predictions.

Alexander Uhlig
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March 2020
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4
min read
Article

Introduction to Relational Data in Python, R and SQL

Automated feature engineering for relational business data? Sound great, but you don't really know what relational data is? This post is for you!

Johannes King
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December 2019
•
14
min read
Article

Consumer expenditure categorization using FastProp and Relboost

Predict item purchases that will be gifts. This analysis is based on a public domain data set provided by the American Bureau of Labor Statistics.

Patrick Urbanke
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October 2019
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17
min read
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