tschechlovdev
PhD Candidate and Research Scientist for Data Management and Machine Learning. Currently focusing on Automated Machine Learning (AutoML) for clustering analyses
University of StuttgartStuttgart
Pinned Repositories
DataGenerator
Implementation for the paper "Approach to Synthetic Data Generation for Imbalanced Multi-Class Problems with Heterogeneous Groups", published at BTW 2023. The experiments are reproduced by a reproducibility committee.
SPHandCPI
Implementation of the VLBD-Journal paper "Exploiting domain knowledge to address class imbalance and a heterogeneous feature space in multi-class classification".
jabref
Graphical Java application for managing BibTeX and biblatex (.bib) databases
auto-sklearn
Automated Machine Learning with scikit-learn
AutoEncoder_KMeans
Implementation of AutoEncoder in PyTorch for k-Means Clustering
Automl4Clust
Implementation of "AutoML4Clust: Efficient AutoML for Clustering Analyses", published at EDBT 2021.
Diss_Evaluation
EffEns
kmeans_MNIST
Demonstration of using k-Means to cluster images of handwritten digits (MNIST dataset). Source Code for corresponding article on Medium.
ml2dac
Implementation of "ML2DAC: Meta-Learning to Democratize AutoML for Clustering Analyses", published at SIGMOD 2023. The paper has awarded the "reproducibility" badge by SIGMOD's reproducibility reviewers.
tschechlovdev's Repositories
tschechlovdev/Automl4Clust
Implementation of "AutoML4Clust: Efficient AutoML for Clustering Analyses", published at EDBT 2021.
tschechlovdev/kmeans_MNIST
Demonstration of using k-Means to cluster images of handwritten digits (MNIST dataset). Source Code for corresponding article on Medium.
tschechlovdev/AutoEncoder_KMeans
Implementation of AutoEncoder in PyTorch for k-Means Clustering
tschechlovdev/ml2dac
Implementation of "ML2DAC: Meta-Learning to Democratize AutoML for Clustering Analyses", published at SIGMOD 2023. The paper has awarded the "reproducibility" badge by SIGMOD's reproducibility reviewers.
tschechlovdev/auto-sklearn
Automated Machine Learning with scikit-learn
tschechlovdev/Diss_Evaluation
tschechlovdev/EffEns
tschechlovdev/IntRef
tschechlovdev/jabref
Graphical Java application for managing bibtex (.bib) databases
tschechlovdev/LNCS
Improved Lecture Notes in Computer Science (LNCS) template
tschechlovdev/scientific-thesis-template
LaTeX template for Master, Bachelor, Diploma, and Student Theses
tschechlovdev/scikit-learn
scikit-learn: machine learning in Python
tschechlovdev/SMAC3
Sequential Model-based Algorithm Configuration
tschechlovdev/StyleCop
Analyzes C# source code to enforce a set of style and consistency rules.