SrotoshiGhosh / Bayesian-Inference-and-MCMC Public

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Various codes centered around problems in Bayesian inference, Bayesian Linear Regression, and Bayesian Non-Linear Parameter Estimation using the application of various Markov Chain Monte Carlo Algorithms

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Name		Name	Last commit message	Last commit date
Latest commit History 20 Commits
BC- Prior 1.py		BC- Prior 1.py
BC- Prior 2.py		BC- Prior 2.py
BC- Prior 3.py		BC- Prior 3.py
Bayesian Discrete- General.py		Bayesian Discrete- General.py
Bayesian Discrete- Uniform Prior.py		Bayesian Discrete- Uniform Prior.py
Bayesian Nonlinear Fitting 1.py		Bayesian Nonlinear Fitting 1.py
Bayesian Nonlinear Fitting 2.py		Bayesian Nonlinear Fitting 2.py
Bayesian Nonlinear Predictive Distr.py		Bayesian Nonlinear Predictive Distr.py
Bayesian Posterior Distribution for Slope, Intercept.py		Bayesian Posterior Distribution for Slope, Intercept.py
CLT Binomial.py		CLT Binomial.py
CLT Cauchy.py		CLT Cauchy.py
CLT Normal.py		CLT Normal.py
CLT Uniform.py		CLT Uniform.py
Central Limit Theorem.py		Central Limit Theorem.py
Coin Toss- Beta Prior.py		Coin Toss- Beta Prior.py
Coin Toss- Gaussian Prior.py		Coin Toss- Gaussian Prior.py
Confidence Intervals and T-Test.py		Confidence Intervals and T-Test.py
DataGen.py		DataGen.py
F-test.py		F-test.py
Gibbs Sampling Eg.py		Gibbs Sampling Eg.py
Gibbs Sampling+Chisq Contours.py		Gibbs Sampling+Chisq Contours.py
Goodness of Fit(1).py		Goodness of Fit(1).py
Gradient Descent.py		Gradient Descent.py
Lin Reg Data.csv		Lin Reg Data.csv
Lin Reg Data2.csv		Lin Reg Data2.csv
Lin Reg Data3.csv		Lin Reg Data3.csv
Lin Reg Data4.csv		Lin Reg Data4.csv
Linear Regression(1).py		Linear Regression(1).py
Linear Regression(2).py		Linear Regression(2).py
Metropolis-Hastings Linear Regression.py		Metropolis-Hastings Linear Regression.py
Metropolis-Hastings.py		Metropolis-Hastings.py
Monte Carlo- Importance Sampling.py		Monte Carlo- Importance Sampling.py
Monte Carlo- Rejection Sampling.py		Monte Carlo- Rejection Sampling.py
Monty Hall.py		Monty Hall.py
OLS Chisq Contours.py		OLS Chisq Contours.py
Predictive Distribution for Bayesian Linear Reg 1.py		Predictive Distribution for Bayesian Linear Reg 1.py
Predictive Posterior Distribution LinReg.py		Predictive Posterior Distribution LinReg.py
README.md		README.md
Weighted LSF and Contour.py		Weighted LSF and Contour.py
chisq contour.py		chisq contour.py
data.csv		data.csv