Giter Club home page Giter Club logo

bayesian_stats's Introduction

bayesian_stats

Bayesian Statistics Python R

99_Python_24_Bayesian_Linear_Regression.ipynb

Exploration student performarmance in maths, and prediction of final exam scores. Feature Selection using correlation. Comparison between standard machine learning regression algorithms(Random Forest, Linear Regression, Extra Trees, SVM, Gradient Boosted, ElasticNet Regression, vs Baseline. And Bayesian Regression (Normal distribution)

99_Python_24a_Bayesian_Linear_Regression_portuguese_data_normal_dist.ipynb

Exploration student performarmance in portuguese, and prediction of final exam scores. Feature Selection using correlation. Comparison between standard machine learning regression algorithms(Random Forest, Linear Regression, Extra Trees, SVM, Gradient Boosted, ElasticNet Regression, vs Baseline. And Bayesian Regression (Normal distribution)

99_Python_24a_Bayesian_Linear_Regression_portuguese_data_t_dist.ipynb

Exploration student performarmance in portuguese, and prediction of final exam scores. Feature Selection using correlation. Comparison between standard machine learning regression algorithms(Random Forest, Linear Regression, Extra Trees, SVM, Gradient Boosted, ElasticNet Regression, vs Baseline. And Bayesian Regression (T-distribution)

99_Python_24b_Bayesian_Linear_Regression_portuguese_data_poisson.ipynb

Exploration student performarmance in portuguese, and prediction of final exam scores. Feature Selection using correlation. Comparison between standard machine learning regression algorithms(Random Forest, Linear Regression, Extra Trees, SVM, Gradient Boosted, ElasticNet Regression, vs Baseline. Preprocessing(standartization) ,And Bayesian Regression (Poisson distribution)

99_Python_25a_Markov_Chain_Monte_Carlo_MCMC_awake_model.ipynb

99_Python_25_Markov_Chain_Monte_Carlo_MCMC.ipynb

PyMC3 Model for MCMC (Markov Chain Monte Carlo), classification Awake and Asleep models from Garmin datasets Import required libraries and viisualize both datasets (sleep and waking data) Sleep and Wake data are from Garmin indicating weather a person is asleep or awake based on motion sensing and heart rate My objective is to use this data to create a model that returns the probability I am asleep at a given time. The final goal can be mathematically expressed as: ๐‘ƒ(awake|time)

Bayesian data analysis and Bayesian Regression Modeling in R (datacamp courses)

99_R_Datacamp_1_fundamentals_of_Bayesian_data_analysis.Rmd 99_R_Datacamp_2_bayesian_regression_modeling_with_rstanarm.Rmd

bayesian_stats's People

Contributors

olgabradford avatar

Watchers

James Cloos avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.