This repository has code for the paper Bayesian prior impact assessment for dynamical systems described by ordinary differential equations
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Updated
Jun 10, 2024 - Python
This repository has code for the paper Bayesian prior impact assessment for dynamical systems described by ordinary differential equations
Deep Invertible Generalized Linear Model implemented on top of tensorflow_probability
This repository contains supporting code for the paper "Selecting a conceptual hydrological model using Bayes' factors computed with Replica Exchange Hamiltonian Monte Carlo" by Mingo et al.
Deep reinforcement learning implementations with TensorFlow and TensorFlow probability.
Task in belong laboratory (related: https://github.com/chiru1221/LabStudyTask2020)
TensorFlow ML - an abstract implementation of commonly used machine learning algorithms using TensorFlow. Feel free to contribute! (Work in Progress)
Assorted useful tensorflow functions and keras layers
Statistics MSc Project (2020): Audio Source Separation
Optimized Bayesian Neural Network C library for integer only inference in embedded RISC-V Cores
All codes and contents provided for the probabilistic programming workshop in Amirkabir Artificial Intelligence Student Summit (2021)
Prob&Stats with TensorFlow Probability
This code finds an optimal architecture, search for hyperparameters (using OPTUNA code), trains and make predictions using LYMAN alpha part of simulated 1D super massive black hole spectra and converts it to intergalactic medium gas conditions along the line of sight. However, this code easily be utilized for ANY 1D signals using supervised ML.
Probabilistic programming, Bayesian Thinking, Bayesian Data Analysis and Applications
Clustered Gaussian Process Regression in TFP
Patient Selection for Diabetes Drug Trial is part of the AI for Healthcare nanodegree program from Udacity.
COVID-19 vaccinations in communities vs Polish presidential ellections results 2020. It also includes aleatoric and epistemic uncertainty modeling using Tensorflow Probability.
Statistics and Machine Learning in depth analysis with Tensorflow Probability
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