GitHub topics: tensorflow-probability
ksachdeva/rethinking-tensorflow-probability
Statistical Rethinking (2nd Ed) with Tensorflow Probability
Language: Jupyter Notebook - Size: 321 MB - Last synced at: 25 days ago - Pushed at: over 3 years ago - Stars: 270 - Forks: 50

WillianFuks/tfcausalimpact
Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.
Language: Python - Size: 8.1 MB - Last synced at: 18 days ago - Pushed at: 4 months ago - Stars: 636 - Forks: 74

a-ws-m/unlockNN
A Python package for adding uncertainties to neural network models of chemical systems.
Language: PureBasic - Size: 128 MB - Last synced at: about 11 hours ago - Pushed at: almost 3 years ago - Stars: 26 - Forks: 7

fomorians-oss/pyoneer
Tensor utilities, reinforcement learning, and more!
Language: Python - Size: 512 KB - Last synced at: 7 days ago - Pushed at: almost 5 years ago - Stars: 10 - Forks: 2

MArpogaus/bernstein_flow
A normalizing flow using Bernstein polynomials for conditional density estimation.
Language: Jupyter Notebook - Size: 15.5 MB - Last synced at: 22 days ago - Pushed at: 7 months ago - Stars: 19 - Forks: 4

mohd-faizy/Probabilistic-Deep-Learning-with-TensorFlow
Probabilistic Deep Learning finds its application in autonomous vehicles and medical diagnoses. This is an increasingly important area of deep learning that aims to quantify the noise and uncertainty that is often present in real-world datasets.
Language: Jupyter Notebook - Size: 47.8 MB - Last synced at: about 1 month ago - Pushed at: 6 months ago - Stars: 63 - Forks: 34

JBris/sbi-epidemiology
Simulation based inference for epidemiology
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DamingoNdiwa/hydrological-model-selection-bayes
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.
Language: Python - Size: 5.74 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

nicenustian/bh2igm
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.
Language: Python - Size: 23.4 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 0

KarenUllrich/binary-VAE
A minimal implementation of a VAE with BinConcrete (relaxed Bernoulli) latent distribution in TensorFlow.
Language: Python - Size: 35.2 KB - Last synced at: about 1 month ago - Pushed at: over 5 years ago - Stars: 21 - Forks: 3

akensert/reinforceable
Deep reinforcement learning implementations with TensorFlow and TensorFlow probability.
Language: Python - Size: 114 KB - Last synced at: 29 days ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 0

DamingoNdiwa/BayesianODE-PriorImpactAssessment
This repository has code for the paper Bayesian prior impact assessment for dynamical systems described by ordinary differential equations
Language: Python - Size: 13.3 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

Himscipy/bnn_hvd
Distributed Training of Bayesian Neural Networks at Scale
Language: Python - Size: 198 MB - Last synced at: 6 months ago - Pushed at: almost 5 years ago - Stars: 11 - Forks: 6

zhulingchen/tfp-tutorial
TensorFlow Probability Tutorial
Language: Jupyter Notebook - Size: 9.49 MB - Last synced at: 10 months ago - Pushed at: over 5 years ago - Stars: 36 - Forks: 12

aaryapatel007/Patient-Selection-for-Diabetes-Drug-Testing
Built a regression model that predicts the expected days of hospitalization time and an uncertainty range estimation.
Language: Jupyter Notebook - Size: 3.73 MB - Last synced at: 12 months ago - Pushed at: almost 5 years ago - Stars: 12 - Forks: 6

Samulix20/BNN_RISC-V
Optimized Bayesian Neural Network C library for integer only inference in embedded RISC-V Cores
Language: C - Size: 101 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

kristpapadopoulos/neural-processes
Keras, Tensorflow eager execution implementation of Neural Processes
Language: Python - Size: 169 KB - Last synced at: about 1 year ago - Pushed at: over 6 years ago - Stars: 6 - Forks: 1

kristpapadopoulos/categorical-variational-autoencoder
Keras, Tensorflow eager execution implementation of Categorical Variational Autoencoder
Language: Python - Size: 91.8 KB - Last synced at: about 1 year ago - Pushed at: over 6 years ago - Stars: 6 - Forks: 2

siddhantpathakk/tensorflow-ml
TensorFlow ML - an abstract implementation of commonly used machine learning algorithms using TensorFlow. Feel free to contribute! (Work in Progress)
Language: Python - Size: 3.08 MB - Last synced at: 25 days ago - Pushed at: almost 2 years ago - Stars: 8 - Forks: 0

marta-0/diabetes_drug_trial Fork of udacity/nd320-c1-emr-data-starter
Patient Selection for Diabetes Drug Trial is part of the AI for Healthcare nanodegree program from Udacity.
Language: Jupyter Notebook - Size: 13.2 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

mdziezyc/ElVaccPL2020
COVID-19 vaccinations in communities vs Polish presidential ellections results 2020. It also includes aleatoric and epistemic uncertainty modeling using Tensorflow Probability.
Language: Python - Size: 30.1 MB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

uPeppe/fantabeto
Machine learning model for predicting Serie A players performance in a match, in terms of Fantacalcio (italian fantasy football) scores.
Language: Jupyter Notebook - Size: 131 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 19 - Forks: 4

TheUnsolvedDev/ProbabilisticMadness
Statistics and Machine Learning in depth analysis with Tensorflow Probability
Language: Python - Size: 80 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

abhimanyu911/bayesian_sdss
A Bayesian CNN approach to SDSS image data classfication
Language: Jupyter Notebook - Size: 16.1 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 1

itsayushthada/Probabislitc-Deep-Learning
Exploration of TensorFlow-2 and TensorFlow probability to implement Bayesian Neural Networks, Normalizing flows, real NVPs and Autoencoders. Exploration of Bayesian Modelling and Variational Inference with Pyro.
Language: Jupyter Notebook - Size: 20.3 MB - Last synced at: almost 2 years ago - Pushed at: almost 4 years ago - Stars: 4 - Forks: 3

jilljenn/vae
Variational Factorization Machines in TensorFlow and PyTorch
Language: Python - Size: 311 KB - Last synced at: about 2 months ago - Pushed at: about 2 years ago - Stars: 2 - Forks: 0

tr7200/CBNN_SEM_loss_convergence
Code accompanying my 2021 ASA SDSS paper
Language: Python - Size: 665 KB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 5 - Forks: 2

Ellie190/BCNN-for-Ocular-Disease-Classification
A Bayesian Convolutional Neural Network model for classifying Cataract in Ocular Disease with measurements of uncertainty
Language: Jupyter Notebook - Size: 25.5 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 4 - Forks: 2

Frightera/Medium_Notebooks_English
This repo contains the notebooks that is used in Medium posts.
Language: Jupyter Notebook - Size: 2.94 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 16 - Forks: 1

Luca96/reinforce-lib
Reinforce-lib is a easy to use, simple to extend reinforcement learning library for Python: https://pos.sissa.it/415/018/pdf.
Language: Python - Size: 1.06 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

slowmoyang/BayesianDeepLearning
Language: Jupyter Notebook - Size: 49.8 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 3

chiru1221/final_task2020
Task in belong laboratory (related: https://github.com/chiru1221/LabStudyTask2020)
Language: Python - Size: 5.86 KB - Last synced at: 23 days ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 0

jetnew/Simkit
A generalized framework for generative and probabilistic modelling for training reinforcement learning agents in TensorFlow 2.
Language: Jupyter Notebook - Size: 170 MB - Last synced at: about 1 year ago - Pushed at: almost 5 years ago - Stars: 4 - Forks: 1

aliizadi/probabilistic-programming-workshop
All codes and contents provided for the probabilistic programming workshop in Amirkabir Artificial Intelligence Student Summit (2021)
Language: Jupyter Notebook - Size: 6.15 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 0

danftang/MutableCategoricalDistribution
A categorical distribution with efficient sampling and modification of category probabilities
Language: C++ - Size: 394 KB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 2 - Forks: 1

hosford42/TensorFlowUtilities
Assorted useful tensorflow functions and keras layers
Language: Python - Size: 130 KB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 0

slowmoyang/bayesian-deep-learning
Language: Python - Size: 1.69 MB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 3 - Forks: 0

MarcoRiggirello/diglm
Deep Invertible Generalized Linear Model implemented on top of tensorflow_probability
Language: Jupyter Notebook - Size: 14.9 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 0

wataruhashimoto52/nmf_tfp
Implementation of Bayesian Non-negative Matrix Factorization using Variational Inference with TensorFlow Probability
Language: Python - Size: 19.5 KB - Last synced at: about 1 year ago - Pushed at: almost 2 years ago - Stars: 2 - Forks: 1

gtancev/Bayesian-Machine-Learning
Markov chain Monte Carlo and variational inference.
Language: Jupyter Notebook - Size: 521 KB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 2

yoonholee/edward2-notebooks
Jupyter Notebooks that show the basic functionalities of edward2
Language: Jupyter Notebook - Size: 809 KB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 5 - Forks: 3

SamArgt/AudioSourceSep
Statistics MSc Project (2020): Audio Source Separation
Language: Python - Size: 2.12 GB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 4 - Forks: 0

suriyadeepan/PracticalBayes
Probabilistic programming, Bayesian Thinking, Bayesian Data Analysis and Applications
Language: Jupyter Notebook - Size: 1.77 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

OpenSUTD/ProbStats-with-TFP
Prob&Stats with TensorFlow Probability
Language: Jupyter Notebook - Size: 1.35 MB - Last synced at: about 2 years ago - Pushed at: almost 6 years ago - Stars: 2 - Forks: 0
