Causal Bandits Podcast with Alex Molak is here to help you learn about causality, causal AI and causal machine learning through the genius of others. The podcast focuses on causality from a number of different perspectives, finding common grounds between academia and industry, philosophy, theory and practice, and between different schools of thought, and traditions. Your host, Alex Molak is an a machine learning engineer, best-selling author, and an educator who decided to travel the world t ...
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Causal Inference Podcasts
Keep it casual with the Casual Inference podcast. Your hosts Lucy D'Agostino McGowan and Ellie Murray talk all things epidemiology, statistics, data science, causal inference, and public health. Sponsored by the American Journal of Epidemiology.
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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 me ...
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Gateway to Informatics
Dr. Philip Payne, Institute for Informatics, Data Science & Biostatistics (I2DB), WashU Medicine
Gateway to Informatics, hosted by Dr. Philip Payne, Vice Chancellor for Biomedical Informatics and Data Science for WashU Medicine and the Chief Health AI Officer for BJC Health System and WashU Medicine, features prominent figures in informatics, research, and healthcare. The podcast explores the latest developments, challenges, and innovations in the sector, with a particular focus on the integration of AI and digital technologies. By leveraging our healthcare system as a living laboratory ...
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BITESIZE | Are Bayesian Models the Missing Ingredient in Nutrition Research?
23:14
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23:14Sign 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 Christop…
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#143 Transforming Nutrition Science with Bayesian Methods, with Christoph Bamberg
1:12:56
1:12:56
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1:12:56Sign 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 …
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BITESIZE | How Bayesian Additive Regression Trees Work in Practice
22:49
22:49
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22:49Soccer 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 (Bay…
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#142 Bayesian Trees & Deep Learning for Optimization & Big Data, with Gabriel Stechschulte
1:10:28
1:10:28
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1:10:28Proudly 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! Vi…
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BITESIZE | How Probability Becomes Causality?
22:03
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22:03Get 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 desig…
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Create Your Causal Inference Roadmap. Causal Inference, TMLE & Sensitivity | Mark van der Laan S2E6 | CausalBanditsPodcast.com
1:29:40
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1:29:40Send us a text Create Your Causal Inference Roadmap. Causal Inference, TMLE & Sensitivity If you're into causal inference and machine learning you probably heard about double machine learning (DML). DML is one of the most popular frameworks leveraging machine learning algorithms for causal inference, while offering good statistical properties. Yet.…
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#141 AI Assisted Causal Inference, with Sam Witty
1:37:47
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1:37:47Proudly 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…
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BITESIZE | How to Think Causally About Your Models?
24:01
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24:01Get 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 Dee…
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#140 NFL Analytics & Teaching Bayesian Stats, with Ron Yurko
1:33:01
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1:33:01Get 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! Vi…
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BITESIZE | Is Bayesian Optimization the Answer?
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25:13Today’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 cov…
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#139 Efficient Bayesian Optimization in PyTorch, with Max Balandat
1:25:23
1:25:23
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1:25:23Proudly 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 swa…
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BITESIZE | What's Missing in Bayesian Deep Learning?
20:34
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20:34Today’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 challenge…
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#138 Quantifying Uncertainty in Bayesian Deep Learning, Live from Imperial College London
1:23:10
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1:23:10Proudly 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 swa…
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BITESIZE | Practical Applications of Causal AI with LLMs, with Robert Ness
25:28
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25:28Today’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 pote…
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#137 Causal AI & Generative Models, with Robert Ness
1:38:19
1:38:19
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1:38:19Proudly 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 swa…
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AI, Trust, and Collaboration: a conversation with Knowledge Quarter CEO, Jodie Eastwood
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38:04In this special summer episode of Gateway to Informatics, we feature a live recording from the Bloomsbury Institute in London. Host Philip Payne, PhD is joined by Jodie Eastwood, CEO of the Knowledge Quarter, and Thomas Kannampallil, PhD, Professor and Chief Data Scientist at WashU Medicine. The episode dives deep into the innovative ecosystem of t…
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BITESIZE | How to Make Your Models Faster, with Haavard Rue & Janet van Niekerk
17:53
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17:53Today’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 ful…
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#136 Bayesian Inference at Scale: Unveiling INLA, with Haavard Rue & Janet van Niekerk
1:17:37
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1:17:37Proudly 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 swa…
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