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39 search results found

Orbit ⭐ 1,776

A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.

Uncertainty Baselines ⭐ 1,324

High-quality implementations of standard and SOTA methods on a variety of tasks.

Data Assimilation with Python: a Package for Experimental Research

🚂 Python API for Emma's Markov Model Algorithms 🚂

Probabilistic Inference on Noisy Time Series

Deep Kernel Transfer ⭐ 142

Official pytorch implementation of the paper "Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels" (NeurIPS 2020)

Da Tutorials ⭐ 112

Tutorials on data assimilation (DA) and the EnKF

Probflow ⭐ 108

A Python package for building Bayesian models with TensorFlow or PyTorch

Bayesianastronomy ⭐ 66

Bayesian Methods in Astronomy workshop, presented at AAS227

Pre-trained Gaussian processes for Bayesian optimization

Notebooks ⭐ 65

Programming Exercises

Bayesdataanalysiswithpymc ⭐ 64

Python (PyMC) adaptation of the R code from "Doing Bayesian Data Analysis"

Pyautofit ⭐ 54

PyAutoFit: Classy Probabilistic Programming

Mbti Personality Classifier ⭐ 51

A model which uses your social media posting predict your MBTI personality type.

Multiagent Rl ⭐ 47

Multiagent reinforcement learning simulation framework - Undergraduate thesis in Mechatronics Engineering at the University of Brasília

Python implementation of Bayesian Program Learning tools (with PyTorch)

An unsupervised machine learning algorithm for the segmentation of spatial data sets.

Bayesian Cyclegan ⭐ 32

Bayesian Cycle-Consistent Generative Adversarial Networks via Marginalizing Latent Sampling

Deep Learning Channel Estimation ⭐ 27

Simulation code for “Channel Estimation in Massive MIMO under Hardware Non-Linearities: Bayesian Methods versus Deep Learning,” by Özlem Tugfe Demir, Emil Björnson, IEEE Open Journal of the Communications Society, To appear.

Variational Bayes Book ⭐ 26

Open access book on variational Bayesian methods written collaboratively

Active Bayesian Causal Inference ⭐ 21

Active Bayesian Causal Inference (Neurips'22)

Multi_channel_bpr ⭐ 17

Implementation of Bayesian Personalized Ranking (BPR) for Multiple Feedback Channels

Probabilistic Programming And Bayesian Methods For Hackers ⭐ 17

Clone of book Probabilistic Programming and Bayesian Methods for Hackers by CamDavidsonPilon

Orgainzed Digital Intelligent Network (O.D.I.N)

Fuzzy Dempster Shafer ⭐ 15

A fuzzy machine learning algorithm utilizing Dempster-Shafer and Bayesian Theory

Autonomous_mobile_robots ⭐ 12

Parameter estimation for complex physical problems often suffers from finding ‘solutions’ that are not physically realistic. The PEUQSE software provides tools for finding physically realistic parameter estimates, graphs of the parameter estimate positions within parameter space, and plots of the final simulation results.

Histogram Filter For Robot Localization ⭐ 12

A python implementation of robot global localization in any 2 dimensional football field using histogram filter.

Probability Calibration Imbalanced ⭐ 11

This repository implements Pozzolo, et al., (2015)'s probability calibration for imbalanced data.

Cdl Tutorials ⭐ 11

Repo containing useful tutorials on different topics, methods, software tools, and packages used by the CDL

A set of "real-time" covid19 county-level dashboards w/ national and state choropleths for monitoring localized infection resurgences as distancing, testing and tracing measures evolve.

Pythonbrmltoolbox ⭐ 10

Python 3.7 version of David Barber's MATLAB BRMLtoolbox

Banrinochoujou ⭐ 9

これは　万里の長城　です〜

Bayesian Modeling ⭐ 9

Case studies with Bayesian methods

Data Science Projects ⭐ 8

{PySpark, R, Python}: Several Data Science projects

Epimargin ⭐ 7

networked, stochastic SIRD epidemiological model with Bayesian parameter estimation and policy scenario comparison tools

Fightin Words ⭐ 7

A scikit-learn compliant implementation of Monroe et al.'s Fightin' Words analysis method.

Probabilistic Programming Packages ⭐ 6

Trying out different probabilistic programming packages on the same statistical model

Code for Probabilistic Sequential Matrix Factorization

Project_ga ⭐ 6

Isovector nucleon axial coupling

Bayesian With Python ⭐ 6

프로그래머를 위한 베이지안 with 파이썬

Hands On Bayesian Methods With Python ⭐ 5

Hands-On Bayesian Methods with Python

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