This repository contains files related to the Python programming workshop conducted for astrophysics and cosmology work at Nagpur. The repository includes sample codes, datasets, and presentations used during the workshop. These materials can be useful for beginners who want to learn Python programming for astrophysics and cosmology work.

Statistical Analysis of Real Estate Prices in Ames, IA

Probabilistic search and destroy

BEST test - Bayesian difference test inspired by the classic BEST paper

Robust Linear Regression with PyMC3

R wrapper for modeling ODEs in Stan.

https://www.coursera.org/learn/probability-intro/home/welcome

kassandra is a project for easy bayesian deep learning

Two different classification task solved with bayesian neural networks using PyMC3 as part of my MSc thesis. It was inspired by Thomas Wiecki blog post, thanks for his contribution.

Reproducibility and supplementary materials of the "Bayesian Digit Analysis" poster (O'Bayes 2019 conference, University of Warwick, UK)

Technical Reports

過去のGistの実装（のうちBayes関連）保存用

Identification of isotopic niches by considering both intra- and interindividual variability (a novel hierarchical Basyesian model). Measure the isotopic niche overlap. The method is ajusted to isotopic data with intra-individual variability (e.g. measures on whiskers, feathers, tooth).

Research code for the method described in "Can you tell? SSNet - a Sagittal Stratum-inspired Neural Network Framework for Sentiment Analysis"

Bayesian Modeling of Bayesian Networks using Factors.

This is a toy problem to show why our choices of Bayesian prior distributions and sample size are important in our knowledge of model response surface

Presentation on {targets} to OHDSI

Comparing Machine Learning Algorithms for Credit Risk Analysis in Banking

Repository containing additional files for the paper 'A Bayesian spatio-temporal study of association between meteorological factors and the spread of COVID-19'

Bayesian Statistics examples in biology