Pinned Repositories
archetype-extraction
2021 Python, tensorflow (contrib.distributions, layers,losses,keras), tensorflow_probability, scipy (linalg, spatial, stats), seaborn.heatmap, matplotlib.pyplot, collections.OrderedDict, numpy, pandas, pickle, os, Deep Variational Autoencoder, Bayesian NN
cluster-based-SISSO
2021 Python, Deep Archetypal Analysis (Bayesian NN, Deep Variational Autoencoder), Compressed Sensing, Kmeans, setuptools, tensorflow (keras), tensorflow_probability, sklearn (cluster, metrics, model_selection, preprocessing), pandas, typing
coevolutionary-trajectories-simulation
2018 Python, mpi, scipy.integrate, numpy
DiffusionDet
[ICCV2023 Oral] PyTorch implementation of DiffusionDet (https://arxiv.org/abs/2211.09788)
generative_models_for_deep_radar_object_detection
geofencing-api
2020 Kotlin, unit testing, coroutines (channels, coroutineScope, flow, launch); code publication with consent of FORMATION
geospatial-data-processing-pipeline
2020 Kotlin, Apache Beam with Google Dataflow, Google Cloud Platform - org.apache.beam.sdk (Pipeline, coders.StringUtf8Coder, io.TextIO, options.PipelineOptions, transforms, values), org.geojson, unit testing (org.junit.jupiter.api.Test); code publication with consent of FORMATION
home-cooked-data-pipeline
2020 Python; subprocess, os, json, pickle, shutil, re, pathlib, inspect, sklearn (metrics, cluster, preprocessing, model_selection), scipy (spatial, stats), matplotlib.pyplot, numpy, pandas; Kmeans, HDBSCAN, SISSO
income-imputation
2019 STATA, income imputation for Socio-Economic Panel (SOEP) at Deutsches Institut für Wirtschaftsforschung (DIW); code publication with consent of David Richter
mcmc-implementation-and-animation
2020 Python, implementation of Markov Chain Monte Carlo (MCMC; Bayesian statistics); matplotlib (animation, pyplot), imageio, pandas, numpy, scipy (stats), math, pickle
MilenaOehlers's Repositories
MilenaOehlers/generative_models_for_deep_radar_object_detection
MilenaOehlers/DiffusionDet
[ICCV2023 Oral] PyTorch implementation of DiffusionDet (https://arxiv.org/abs/2211.09788)
MilenaOehlers/mcmc-implementation-and-animation
2020 Python, implementation of Markov Chain Monte Carlo (MCMC; Bayesian statistics); matplotlib (animation, pyplot), imageio, pandas, numpy, scipy (stats), math, pickle
MilenaOehlers/coevolutionary-trajectories-simulation
2018 Python, mpi, scipy.integrate, numpy
MilenaOehlers/script-dependencies-extraction
2020 Python, networkx (drawing.nx_agraph, algorithms.cycles), matplotlib.pyplot, numpy, pandas, re, os, shutil, subprocess; code publication with consent of David Richter
MilenaOehlers/income-imputation
2019 STATA, income imputation for Socio-Economic Panel (SOEP) at Deutsches Institut für Wirtschaftsforschung (DIW); code publication with consent of David Richter
MilenaOehlers/archetype-extraction
2021 Python, tensorflow (contrib.distributions, layers,losses,keras), tensorflow_probability, scipy (linalg, spatial, stats), seaborn.heatmap, matplotlib.pyplot, collections.OrderedDict, numpy, pandas, pickle, os, Deep Variational Autoencoder, Bayesian NN
MilenaOehlers/cluster-based-SISSO
2021 Python, Deep Archetypal Analysis (Bayesian NN, Deep Variational Autoencoder), Compressed Sensing, Kmeans, setuptools, tensorflow (keras), tensorflow_probability, sklearn (cluster, metrics, model_selection, preprocessing), pandas, typing
MilenaOehlers/geospatial-data-processing-pipeline
2020 Kotlin, Apache Beam with Google Dataflow, Google Cloud Platform - org.apache.beam.sdk (Pipeline, coders.StringUtf8Coder, io.TextIO, options.PipelineOptions, transforms, values), org.geojson, unit testing (org.junit.jupiter.api.Test); code publication with consent of FORMATION
MilenaOehlers/geofencing-api
2020 Kotlin, unit testing, coroutines (channels, coroutineScope, flow, launch); code publication with consent of FORMATION
MilenaOehlers/home-cooked-data-pipeline
2020 Python; subprocess, os, json, pickle, shutil, re, pathlib, inspect, sklearn (metrics, cluster, preprocessing, model_selection), scipy (spatial, stats), matplotlib.pyplot, numpy, pandas; Kmeans, HDBSCAN, SISSO