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Jakob Bach

Jakob-Bach

Data Scientist | Former researcher at KIT, Karlsruhe.

Languages

Python28%TeX24%R20%Jupyter Notebook16%HTML8%Java4%

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Top Repositories

Repositories

26
JA
Jakob-Bach/Alternative-Feature-Selection

Code for the papers "Finding Optimal Diverse Feature Sets with Alternative Feature Selection" and "Alternative Feature Selection with User Control".

Python41Updated 2 weeks ago
data-sciencefeature-selectionmachine-learning
JA
Jakob-Bach/Constrained-Subgroup-Discovery

Code for the papers "Using Constraints to Discover Sparse and Alternative Subgroup Descriptions" and "Subgroup Discovery with Small and Alternative Feature Sets".

Python30Updated 3 months ago
data-sciencefeature-selectionmachine-learningsubgroup-discovery
JA
Jakob-Bach/PhD-Thesis

Text for the dissertation "Leveraging Constraints for User-Centric Feature Selection".

TeX10Updated 1 year ago
data-sciencefeature-selectionmachine-learningsubgroup-discovery
JA
Jakob-Bach/Constrained-Subgroup-Discovery-Text

Text for the papers "Using Constraints to Discover Sparse and Alternative Subgroup Descriptions" and "Subgroup Discovery with Small and Alternative Feature Sets".

TeX00Updated 8 months ago
data-sciencefeature-selectionmachine-learningsubgroup-discovery
JA
Jakob-Bach/Alternative-Feature-Selection-Text

Text for the papers "Finding Optimal Diverse Feature Sets with Alternative Feature Selection" and "Alternative Feature Selection with User Control".

TeX00Updated 9 months ago
data-sciencefeature-selectionmachine-learning
JA
Jakob-Bach/Solver-Demo

Demonstration of some MIP/SAT/SMT solvers/optimizers in multiple programming languages.

Python22Updated 11 months ago
mipor-toolssat-solversmt-solversolversz3
JA
Jakob-Bach/FastTSDistances

An R package containing dissimilarity measures and aggregation functions for time series, plus cluster validity indices. Part of the code for the paper "Understanding the Effects of Temporal Energy-Data Aggregation on Clustering Quality".

R73Updated 7 years ago
cluster-validity-indexdistancedistance-measuresdistance-metricdtwmachine-learningtime-series
JA
Jakob-Bach/Constrained-Filter-Feature-Selection

Code for the paper "An Empirical Evaluation of Constrained Feature Selection".

Python10Updated 1 year ago
data-sciencefeature-selectionmachine-learning
JA
Jakob-Bach/PhD-Defense

Defense presentation for the dissertation "Leveraging Constraints for User-Centric Feature Selection".

TeX00Updated 1 year ago
data-sciencefeature-selectionmachine-learningsubgroup-discovery
JA
Jakob-Bach/Analyzing-Auction-Verification

Code for the paper "Analyzing and Predicting Verification of Data-Aware Process Models -- a Case Study with Spectrum Auctions".

Python11Updated 4 years ago
data-scienceformal-verificationmachine-learningmodel-checkingverification
JA
Jakob-Bach/Dislocation-Reaction-Prediction

Code for Section 2 of the paper "Data-driven exploration and continuum modeling of dislocation networks".

Jupyter Notebook10Updated 4 years ago
data-sciencedislocation-dynamicsmachine-learningmaterials-science
JA
Jakob-Bach/Impact-Aggregation-ClusteringFork

Code for the paper "Understanding the Effects of Temporal Energy-Data Aggregation on Clustering Quality".

00Updated 6 years ago
aggregationclusteringenergy-datamachine-learningtime-series
JA
Jakob-Bach/Small-Portfolios

Code and text for the paper "A Comprehensive Study of k-Portfolios of Recent SAT Solvers".

TeX40Updated 1 year ago
algorithm-selectiondata-sciencemachine-learningsat-solver
JA
Jakob-Bach/DS-Lab-2023

The supervisor repo for the "Data Science Laboratory Course" at the Karlsruhe Institute of Technology (KIT), summer term 2023.

Jupyter Notebook00Updated 2 years ago
data-sciencemachine-learningsat-solvingteaching-materials
JA
Jakob-Bach/Predicting-SAT

Code and text for the suspended paper/project "Predicting Satisfiability of Benchmark Instances".

TeX00Updated 2 years ago
data-sciencemachine-learningsat-solversatisfiability
JA
Jakob-Bach/Meta-Learning-Feature-Importance

Code for the suspended paper/project "Meta-Learning Feature Importance".

Python00Updated 4 years ago
feature-importancefeature-selectionmachine-learningmeta-learning
JA
Jakob-Bach/Tournament-FS

Code for the suspended research project "Tournament Feature Selection".

R10Updated 5 years ago
feature-selectionmachine-learning
JA
Jakob-Bach/AGD-Lab-2019-Task-2

The supervisor repo for task 2 of the "Analyzing Big Data Laboratory Course" at the Karlsruhe Institute of Technology (KIT), summer term 2019.

R00Updated 5 years ago
data-sciencefeature-selectionhyperparameter-optimizationmachine-learningmeta-learningopenmlteaching-materials
JA
Jakob-Bach/AGD-Lab-2019-Task-1

The supervisor repo for task 1 of the "Analyzing Big Data Laboratory Course" at the Karlsruhe Institute of Technology (KIT), summer term 2019.

R00Updated 5 years ago
data-sciencemachine-learningteaching-materials
JA
Jakob-Bach/AGD-Lab-2020

The supervisor repo for the "Analyzing Big Data Laboratory Course" at the Karlsruhe Institute of Technology (KIT), summer term 2020.

Jupyter Notebook00Updated 5 years ago
data-sciencemachine-learningteaching-materialstext-classificationtext-mining
JA
Jakob-Bach/AGD-Exercises-2020

The programming exercises for the lecture "Big Data Analytics" at the Karlsruhe Institute of Technology (KIT), winter term 2020/2021.

HTML00Updated 3 years ago
data-sciencemachine-learningteaching-materials
JA
Jakob-Bach/DS-Lab-2021

The supervisor repo for the "Data Science Laboratory Course" at the Karlsruhe Institute of Technology (KIT), summer term 2021.

Python00Updated 4 years ago
data-sciencemachine-learningteaching-materials
JA
Jakob-Bach/DS-Exercises-2021

The exercises for the lecture "Data Science I" at the Karlsruhe Institute of Technology (KIT), winter term 2021/2022.

HTML00Updated 3 years ago
data-sciencemachine-learningteaching-materials
JA
Jakob-Bach/DS-Lab-2022

The supervisor repo for the "Data Science Laboratory Course" at the Karlsruhe Institute of Technology (KIT), summer term 2022.

Jupyter Notebook00Updated 3 years ago
data-sciencemachine-learningsat-solvingteaching-materials
JA
Jakob-Bach/MDSD_Praktikum

A group repo for the practical course "Model-Driven Software Development" at the Karlsruhe Institute of Technology (KIT), summer term 2016.

Java00Updated 9 years ago
ecoreemfmdsdqvtosiriusxtendxtext
JA
Jakob-Bach/CS-Select-ML-Server

Besides its original purpose, demonstrates how to create a REST API with R and run it as a (parallelized) service.

R00Updated 5 years ago
crowdsourcingfeature-selectionmachine-learning

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