Coursera - Applied Bayesian Data Analysis Specialization
Released 5/2026
By Konstantinos Pelechrinis - University of Pittsburgh
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English + subtitle | Duration: 61 Lessons ( 4h 10m ) | Size: 1.4 GB
Master Bayesian Methods for Data Analysis.
What you'll learn
⚡ Apply Bayes' theorem, conjugate priors, and MCMC methods to perform Bayesian inference and construct credible intervals for parameter estimation.
⚡ Build and validate Bayesian regression models including linear, hierarchical, and GLM models for predictive analytics and model comparison.
⚡ Implement advanced Bayesian methods-variational inference and non-parametric modeling-for complex data analysis and Bayesian decision theory.

Causal Inference with Bayesian Networks Build Bayesian Networks and Causal Inference Models with R and Python (True PDF) | 39.08 MB

Title: Causal Inference with Bayesian Networks
Author: Yousri El Fattah, Reza Bagheri
Category: Nonfiction, Science & Nature, Technology, Operations Research, Business & Finance, Economics, Statistics, Computers, Database Management
Language: English | 686 Pages | ISBN: 9781835089217

Causal Inference with Bayesian Networks Build Bayesian Networks and Causal Inference Models with R and Python | 21.04 MB

Title: Causal Inference with Bayesian Networks
Author: Yousri El Fattah and Reza Bagheri
Category: Nonfiction, Science & Nature, Technology, Operations Research, Business & Finance, Economics, Statistics, Computers, Database Management
Language: English | 615 Pages | ISBN: 1069422606

Bayesian Workflow | 47.47 MB

Title: Bayesian Workflow
Author: Andrew Gelman
Category: Nonfiction, Science & Nature, Mathematics, Statistics, Computers, General Computing
Language: English | 553 Pages | ISBN: 3030463796

Bayesian Machine Learning for Quant Finance Probabilistic Models for Forecasting, Regime Analysis, and Financial Risk | 554.29 KB

Title: Bayesian Machine Learning for Quant Finance: Probabilistic Models for Forecasting, Regime Analysis, and Financial Risk
Author: Whitmore, Sterling
Category: Nonfiction, Computers, Application Software, Financial Applications, Business & Finance, Industries & Professions, Insurance, General Computing
Language: English | 334 Pages | ISBN: 9781492085201

Machine Learning and Bayesian Methods in Inverse Heat Transfer | 10.83 MB

Title: Machine Learning and Bayesian Methods in Inverse Heat Transfer
Author: Balaji Srinivasan;C. Balaji;
Category: Nonfiction, Science & Nature, Science, Physics, Energy, Technology, Power Resources
Language: English | 308 Pages | ISBN: 9780443454929

Scalable Monte Carlo for Bayesian Learning (Institute of Mathematical Statistics Monographs) | 9.38 MB

Title: Scalable Monte Carlo for Bayesian Learning (Institute of Mathematical Statistics Monographs)
Author: Fearnhead, Paul, Nemeth, Christopher, Oates, Chris J., Sherlock, Chris
Category: Nonfiction, Science & Nature, Mathematics, Statistics, Computers, Application Software
Language: English | 250 Pages | ISBN: 100928844X

Causal Inference with Bayesian Networks | 10.82 MB

Title: Causal Inference with Bayesian Networks
Author: Yousri El Fattah, Reza Bagheri
Category: Nonfiction, Science & Nature, Technology, Operations Research, Business & Finance, Economics, Statistics, Computers, Database Management
Language: English| ISBN: 0195394291

Bayesian Analysis of Stochastic Process Models (True EPUB) | 5.78 MB

Title: Bayesian Analysis of Stochastic Process Models
Author: Insua, David;Ruggeri, Fabrizio;Wiper, Mike;, David Rios Insua, Michael P. Wiper
Category: Nonfiction, Science & Nature, Mathematics, Statistics
Language: English | 298 Pages | ISBN: 1025158113

Bayesian Inference Observations and Applications | 2.51 MB

Title: Innovations in Intelligent Machines-4: Recent Advances in Knowledge Engineering (Studies in Computational Intelligence)
Author: Colette Faucher; Lakhmi C. Jain
Category: Nonfiction, Computers, Advanced Computing, Engineering, Neural Networks, Theory, Artificial Intelligence
Language: English | 158 Pages | ISBN: 3319018655