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pklauke's Projects

kaggle-homecreditdefaultrisk icon kaggle-homecreditdefaultrisk

My solution for the Home Credit Default Risk Kaggle competition. This solution uses a scheduled Denoising Autoencoder in combination with a neural net and a GBDT. It ranked 248 out of 7198 (Top 4%).

kaggle-nyctaxi icon kaggle-nyctaxi

My solution for the Kaggle competition New York City Taxi Trip Duration. This solution uses the gradient boosted Decision Tree library LightGBM and ranked 49 out of 1257 (Top 4%).

kaggle-portosegurosafedriverprediction icon kaggle-portosegurosafedriverprediction

My solution for the Kaggle competition Porto Seguro Safe Driver Prediction. This solution uses an Ensemble of different algorithms and ranked 138 out of 5169 (Top 3%).

kaggle-talkingdata icon kaggle-talkingdata

My solution for the TalkingData AdTracking Fraud Detection Kaggle competition. This solution uses a GBDT and a Field-Aware Factorization machine. It ranked 197 out of 3967 (Top 5%).

libffmgenerator icon libffmgenerator

C++ script for converting csv data into the format needed for Field-Aware Factorization machines.

mlopt icon mlopt

Optimization algorithms for Machine Learning problems like Hyperparameter tuning and Ensembling.

pkml icon pkml

Small machine learning library.

pycamunda icon pycamunda

Python REST api client for the workflow and decision automation engine Camunda.

steppy icon steppy

Lightweight, Python library for fast and reproducible experimentation :microscope:

steppy-toolkit icon steppy-toolkit

Curated set of transformers that make your work with steppy faster and more effective :telescope:

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