stefanradev93

BayesFlow

A Python library for amortized Bayesian workflows using generative neural networks.

cINN

Contains legacy code and model examples for the paper "BayesFlow: Learning complex stochastic models with invertible neural networks"

DataSizeMatters

Contains the scripts, pre-trained networks, and data for our paper:

AIAgainstCorona

Contains the code for reproducing the results and figures from the paper "Model-based Bayesian inference of disease outbreaks with invertible neural networks"

fast-dm-gui

A python-based graphical user interface for Windows users of fast-dm - a diffusion model analysis tool.

AML

This repository contains the code for our final project for the lecture "Advanced Machine Learning" at Heidelberg University.

lie-detect

A basic lie-detection experiment

DBN

Contains the code for fitting the Dynamic Bayesian Network (DBN) to Wisconsin Card Sorting Task (WCST) data.

machine_learning_examples

A collection of machine learning examples and tutorials.

awesome-neural-sbi-patch

Community-sourced list of papers and resources on neural simulation-based inference.

BayesCorona

Contains code for estimation of epidemiology models

ComputationalASD

Contains modeling code for a computational model of emotion recognition in ASD

covid19_inference_forecast

iba-cocktails

International Bartenders Association (IBA) Official Cocktails in machine readable format

introduction_to_ml_with_python

Notebooks and code for the book "Introduction to Machine Learning with Python"

JavaIWS

Contains the code for the Software Engineering lecture, winter term 2019/2020.

LawUAI

Contains the code for our attention-based seq2seq and classifier models, as well as the preliminary Django-UI.

LCA_Checkpoint

Contains the checkpoint for the networks used in the BayesFlow tutorial "Principled Bayesian workflow for cognitive models"

ml2017hd

Contains the code for our Machine Learning Project.

pyABC

distributed, likelihood-free inference

pygame-starts-effect

A nice effect of a star-laden sky built with python and pygame.

Reinforcement-learning-with-tensorflow

Simple Reinforcement learning tutorials

siriwavejs

The Siri wave replicated in a JS library.

tensorflow_speech_recognition_demo

This is the code for 'How to Make a Simple Tensorflow Speech Recognizer' by @Sirajology on Youtube