Alexandre Andorra

Learning Bayesian Statistics

Are you a researcher or data scientist / analyst / ninja? Do you want to learn Bayesian inference, stay up to date or simply want to understand what Bayesian inference is? Then this podcast is for you! You'll hear from researchers and practitioners of all fields about how they use Bayesian statistics, and how in turn YOU can apply these methods in your modeling workflow. When I started learning Bayesian methods, I really wished there were a podcast out there that could introduce me to the methods, the projects and the people who make all that possible. So I created "Learning Bayesian Statistic...

Autor

Alexandre Andorra

Kategorie

Technology

Podcast-Website

www.learnbayesstats.com

Neueste Folge

29. Jun 2026

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#147 Fast Approximate Inference without Convergence Worries, with Martin Ingram 12.12.2025

Proudly sponsored by PyMC Labs , the Bayesian Consultancy. Book a call , or get in touch ! Intro to Bayes Course (first 2 lessons free) Advanced Regression Course (first 2 lessons free) Our theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work ! Visit our Patreon page to unlock exclusive Bayesian swag ;) Takeaways: DADVI is a new approach to var...

BITESIZE | Why Bayesian Stats Matter When the Physics Gets Extreme 05.12.2025

Today’s clip is from episode 146 of the podcast, with Ethan Smith. Alex and Ethan discuss the application of Bayesian inference in high energy density physics, particularly in analyzing complex data sets. They highlight the advantages of Bayesian techniques, such as incorporating prior knowledge and managing uncertainties. They also shares insights from an ongoing experimental project focused on m...

#146 Lasers, Planets, and Bayesian Inference, with Ethan Smith 27.11.2025

Proudly sponsored by PyMC Labs , the Bayesian Consultancy. Book a call , or get in touch ! Intro to Bayes Course (first 2 lessons free) Advanced Regression Course (first 2 lessons free) Our theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work ! Visit our Patreon page to unlock exclusive Bayesian swag ;) Takeaways: Ethan's research involves usin...

BITESIZE | How to Thrive in an AI-Driven Workplace? 20.11.2025

Today’s clip is from episode 145 of the podcast, with Jordan Thibodeau. Alexandre Andorra and Jordan Thibodeau discuss the transformative impact of AI on productivity, career opportunities in the tech industry, and the intricacies of the job interview process. They emphasize the importance of expertise, networking, and the evolving landscape of tech companies, while also providing actionable advic...

#145 Career Advice in the Age of AI, with Jordan Thibodeau 12.11.2025

Proudly sponsored by PyMC Labs , the Bayesian Consultancy. Book a call , or get in touch ! Intro to Bayes Course (first 2 lessons free) Advanced Regression Course (first 2 lessons free) Our theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work ! Visit our Patreon page to unlock exclusive Bayesian swag ;) Thank you to my Patrons for making this e...

BITESIZE | Why is Bayesian Deep Learning so Powerful? 05.11.2025

Today’s clip is from episode 144 of the podcast, with Maurizio Filippone. In this conversation, Alex and Maurizio delve into the intricacies of Gaussian processes and their deep learning counterparts. They explain the foundational concepts of Gaussian processes, the transition to deep Gaussian processes, and the advantages they offer in modeling complex data. The discussion also touches on practic...

#144 Why is Bayesian Deep Learning so Powerful, with Maurizio Filippone 30.10.2025

Sign up for Alex's first live cohort , about Hierarchical Model building! Get 25% off "Building AI Applications for Data Scientists and Software Engineers" Proudly sponsored by PyMC Labs , the Bayesian Consultancy. Book a call , or get in touch ! Our theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work ! Visit our Patreon page to unlock exclusi...

BITESIZE | Are Bayesian Models the Missing Ingredient in Nutrition Research? 23.10.2025

Sign up for Alex's first live cohort, about Hierarchical Model building Soccer Factor Model Dashboard Today’s clip is from episode 143 of the podcast, with Christoph Bamberg. Christoph shares his journey into Bayesian statistics and computational modeling, the challenges faced in academia, and the technical tools used in research. Alex and Christoph delve into a specific study on appetite regulati...

#143 Transforming Nutrition Science with Bayesian Methods, with Christoph Bamberg 15.10.2025

Sign up for Alex's first live cohort , about Hierarchical Model building! Proudly sponsored by PyMC Labs , the Bayesian Consultancy. Book a call , or get in touch ! Intro to Bayes Course (first 2 lessons free) Advanced Regression Course (first 2 lessons free) Our theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work ! Visit our Patreon page to u...

BITESIZE | How Bayesian Additive Regression Trees Work in Practice 09.10.2025

Soccer Factor Model Dashboard Unveiling True Talent: The Soccer Factor Model for Skill Evaluation LBS #91, Exploring European Football Analytics, with Max Göbel Get early access to Alex's next live-cohort courses ! Today’s clip is from episode 142 of the podcast, with Gabriel Stechschulte. Alex and Garbriel explore the re-implementation of BART (Bayesian Additive Regression Trees) in Rust, detaili...

#142 Bayesian Trees & Deep Learning for Optimization & Big Data, with Gabriel Stechschulte 02.10.2025

Proudly sponsored by PyMC Labs , the Bayesian Consultancy. Book a call , or get in touch ! Get early access to Alex's next live-cohort courses ! Intro to Bayes Course (first 2 lessons free) Advanced Regression Course (first 2 lessons free) Our theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work ! Visit our Patreon page to unlock exclusive Baye...

BITESIZE | How Probability Becomes Causality? 24.09.2025

Get early access to Alex's next live-cohort courses ! Today’s clip is from episode 141 of the podcast, with Sam Witty. Alex and Sam discuss the ChiRho project, delving into the intricacies of causal inference, particularly focusing on Do-Calculus, regression discontinuity designs, and Bayesian structural causal inference. They explain ChiRho's design philosophy, emphasizing its modular and extensi...

#141 AI Assisted Causal Inference, with Sam Witty 18.09.2025

Proudly sponsored by PyMC Labs , the Bayesian Consultancy. Book a call , or get in touch ! Get early access to Alex's next live-cohort courses ! Enroll in the Causal AI workshop , to learn live with Alex (15% off if you're a Patron of the show) Our theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work ! Visit our Patreon page to unlock exclusive...

BITESIZE | How to Think Causally About Your Models? 10.09.2025

Get early access to Alex's next live-cohort courses ! Today’s clip is from episode 140 of the podcast, with Ron Yurko. Alex and Ron discuss the challenges of model deployment, and the complexities of modeling player contributions in team sports like soccer and football. They emphasize the importance of understanding replacement levels, the Going Deep framework in football analytics, and the need f...

#140 NFL Analytics & Teaching Bayesian Stats, with Ron Yurko 03.09.2025

Get early access to Alex's next live-cohort courses ! Proudly sponsored by PyMC Labs , the Bayesian Consultancy. Book a call , or get in touch ! Intro to Bayes Course (first 2 lessons free) Advanced Regression Course (first 2 lessons free) Our theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work ! Visit our Patreon page to unlock exclusive Baye...

BITESIZE | Is Bayesian Optimization the Answer? 27.08.2025

Today’s clip is from episode 139 of the podcast, with with Max Balandat. Alex and Max discuss the integration of BoTorch with PyTorch, exploring its applications in Bayesian optimization and Gaussian processes. They highlight the advantages of using GPyTorch for structured matrices and the flexibility it offers for research. The discussion also covers the motivations behind building BoTorch, the i...

#139 Efficient Bayesian Optimization in PyTorch, with Max Balandat 20.08.2025

Proudly sponsored by PyMC Labs , the Bayesian Consultancy. Book a call , or get in touch ! Intro to Bayes Course (first 2 lessons free) Advanced Regression Course (first 2 lessons free) Our theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work ! Visit our Patreon page to unlock exclusive Bayesian swag ;) Takeaways: BoTorch is designed for resear...

BITESIZE | What's Missing in Bayesian Deep Learning? 13.08.2025

Today’s clip is from episode 138 of the podcast, with Mélodie Monod, François-Xavier Briol and Yingzhen Li. During this live show at Imperial College London, Alex and his guests delve into the complexities and advancements in Bayesian deep learning, focusing on uncertainty quantification, the integration of machine learning tools, and the challenges faced in simulation-based inference. The speaker...

#138 Quantifying Uncertainty in Bayesian Deep Learning, Live from Imperial College London 06.08.2025

Proudly sponsored by PyMC Labs , the Bayesian Consultancy. Book a call , or get in touch ! Intro to Bayes Course (first 2 lessons free) Advanced Regression Course (first 2 lessons free) Our theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work ! Visit our Patreon page to unlock exclusive Bayesian swag ;) Takeaways: Bayesian deep learning is a gr...

BITESIZE | Practical Applications of Causal AI with LLMs, with Robert Ness 30.07.2025

Today’s clip is from episode 137 of the podcast, with Robert Ness. Alex and Robert discuss the intersection of causal inference and deep learning, emphasizing the importance of understanding causal concepts in statistical modeling. The discussion also covers the evolution of probabilistic machine learning, the role of inductive biases, and the potential of large language models in causal analysis,...

#137 Causal AI & Generative Models, with Robert Ness 23.07.2025

Proudly sponsored by PyMC Labs , the Bayesian Consultancy. Book a call , or get in touch ! Intro to Bayes Course (first 2 lessons free) Advanced Regression Course (first 2 lessons free) Our theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work ! Visit our Patreon page to unlock exclusive Bayesian swag ;) Takeaways: Causal assumptions are crucial...

BITESIZE | How to Make Your Models Faster, with Haavard Rue & Janet van Niekerk 16.07.2025

Today’s clip is from episode 136 of the podcast, with Haavard Rue & Janet van Niekerk. Alex, Haavard and Janet explore the world of Bayesian inference with INLA, a fast and deterministic method that revolutionizes how we handle large datasets and complex models. Discover the power of INLA, and why it can make your models go much faster! Get the full conversation here . Intro to Bayes Course (f...

#136 Bayesian Inference at Scale: Unveiling INLA, with Haavard Rue & Janet van Niekerk 09.07.2025

Proudly sponsored by PyMC Labs , the Bayesian Consultancy. Book a call , or get in touch ! Intro to Bayes Course (first 2 lessons free) Advanced Regression Course (first 2 lessons free) Our theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work ! Visit our Patreon page to unlock exclusive Bayesian swag ;) Takeaways: INLA is a fast, deterministic...

BITESIZE | Understanding Simulation-Based Calibration, with Teemu Säilynoja 04.07.2025

Get 10% off Hugo's "Building LLM Applications for Data Scientists and Software Engineers" online course! Today’s clip is from episode 135 of the podcast, with Teemu Säilynoja. Alex and Teemu discuss the importance of simulation-based calibration (SBC). They explore the practical implementation of SBC in probabilistic programming languages, the challenges faced in developing SBC methods, and the si...

#135 Bayesian Calibration and Model Checking, with Teemu Säilynoja 25.06.2025

Proudly sponsored by PyMC Labs , the Bayesian Consultancy. Book a call , or get in touch ! Intro to Bayes Course (first 2 lessons free) Advanced Regression Course (first 2 lessons free) Our theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work ! Visit our Patreon page to unlock exclusive Bayesian swag ;) Takeaways: Teemu focuses on calibration a...

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