Probabilistic Programming and Bayesian Modeling with PyMC
We're bringing Bayesian modeling to London, live and in person!
June 8-10: Learn to build probabilistic models in #PyMC, guided by its creators.
Small cohort, hands-on, walk out with working code. Seats are limited.
๐ Reserve your seat: dub.link/86tcbuP
#BayesianStatistics
Built something that is genuinely useful to me, and might be to others in the world of #PyMC and #BayesianStatistics. @pymc.io
cloudposterior: Run your PyMC models on cloud VMs with one extra line of code. Get results cached, progress streamed to your notebook, & notifications pushed to your phone
Most #MMMs explain the past but choke on the future; they need variables that haven't happened yet.
Our latest blog by Dr Luca Fiaschi shows how pairing PyMC-Marketing with Chronos2 fixes this: causal clarity + forecasted controls, just +0.34% added error.
๐ dub.link/jsnWOzR
#PyMC
New research proposes debugging #Bayesian inference while it runs, not after. A methodology for live MCMC diagnostics: R-hat, ESS, and trace plots updating in real time instead of post-hoc.
Join our webinar on Mar 25, 11 AM ET.
๐ dub.link/Bwr7kT3
#PyMC #MCMC #DataScience
LLMs give surface-level MMM advice
So we built AI skills for pymc-marketing that know how to set priors, handle adstock carryover, and run budget optimization.
They ship with the repo and work in #Cursor/#Claude
๐Github Repo: dub.link/e5qeoQE
#PyMC #MediaMixModeling
Our Sports Analytics Team is heading to #SSAC26!
Join us for a hands-on workshop on Bayesian Spatial Modeling of #NHL goaltending. From shot difficulty to rink-wide scoring probability, see #PyMC in action!
๐ dub.link/qMEf0Ni
#SportsAnalytics #BayesianModeling #Hockey
Weโve been building agentic data science systems; the hardest part isnโt execution, itโs knowing if an agentโs conclusions can be trusted.
Join our webinar on Feb 25 with #PyMC Labs to learn how we catch failures & build trust
๐ dub.link/SUHEjct
#AgenticDataScience #MMM
#Bayesian causal inference is about generative mechanisms, not just correlations.
Learn how to encode causal assumptions and simulate counterfactuals in our Applied Bayesian Regression Modeling course.
Registration still open ๐
dub.link/PKrUYFP
#PyMC #CausalInference
Bayesian regression shouldnโt stop at good fit and nice plots.
Our Applied Bayesian Regression Modeling course shows how to build models that drive real decisions using #PyMC & #Bambi
๐ Learn more & enroll: dub.link/x1K1vz4
#AppliedRegression #Analytics #DecisionMaking
Stop testing AI agents like software.
Start testing them like Data Scientists.
Learn how we build scientific guardrails for agent reliability. Register for our Feb 25 webinar ๐
dub.link/p9IiuT1
#GenAI #AgenticAI #AIEngineering #BayesianModeling #PyMC #MLOps
Learn Bayesian regression modeling from the people building #PyMC, #Bambi & #CausalPy.
4 weeks. Live sessions. Real-world use cases.
๐ Registration now open: dub.link/2CDdYLK
#BayesianStatistics #Baysian
Bayesian #MarketingAnalytics isnโt about complicated math. Itโs about making decisions under uncertainty.
Our #PyMC Labsโ 5-step MMM workflow shows how to go from raw data โ probabilistic decisions โ real-world action.
๐ Join the course: dub.link/zxxlnd6
#MMM #Bayesian
Bayesian MMM as a decision engine ๐ง
Causal funnels with PyMC-Marketing, optimized with PyTensor, and explored via marimo with interactive counterfactuals.
Full walkthrough by Teemu Sรคilynoja ๐
dub.link/I4o42dP
#PyMC #MMM #MarketingAnalytics
Want to build the future of decision intelligence?
Join #PyMC Labs in contributing to #CausalPy; open-source, Bayesian-powered causal inference for real-world problems.
๐Watch onboarding: dub.link/3hk7lU0
๐งฉGitHub: github.com/pymc-labs/Ca...
#CausalInference #OpenSource
Overconfident CLV models are quietly costing your marketing team millions. ๐
Learn directly from the team behind #PyMC in our #Bayesian Marketing Analytics course.
Quantify uncertainty & make smarter decisions.
๐Register now: dub.link/gb2YOyp
#MarketingAnalytics #CLV
Mastering Media Saturation: New Technical Guide for PyMC-Marketing
Visualize diminishing returns and optimize budget allocation with our new technical guide.
๐ Check for the full notebook and the underlying implementation here: dub.link/UaF3IZm
#MMM #Bayesian #PyMC
Stop wasting marketing budget on broken attribution!
Our Bayesian Marketing Analytics Course with Tim McWilliams, Colt Allen, Carlos Agostini & Ben Vincent helps you master marketing ROI.
๐ Register now: dub.link/zggZctl
#Bayesian #MarketingStrategy #PyMC
๐จ Final Call: Master Bayesian Modeling with the creators of #PyMC!
Learn from @allendowney.bsky.social , Chris Fonnesbeck & Vianey Leos Barajas in this 4-week course.
๐ Starts: Monday, Jan 12
โณ Reg Closes: Tomorrow!
Register: dub.link/cLOwlUm
#Bayesian
Decisions without uncertainty are gambles.
Final week to join our Applied #Bayesian Modeling course starting Jan 12. Master the workflow with @allendowney.bsky.social , Chris Fonnesbeck, and Vianey Leos Barajas.
๐ Sign up today: dub.link/WTOSi6n
#PyMC #DataScience
Introducing: The Bayesian Marketing Analytics Course by PyMC Labs.
Stop guessing if your ROI is real or just market noise. Master uncertainty-aware decision rules and causal inference in a course led by #PyMC lead practitioners.
Join our February cohort: dub.link/AHtL0NY
PyMC-Marketing hits 1,000 stars on GitHub!
From an ambitious 2023 project to a global Marketing measurement standard. Replacing black box models with #Bayesian rigor.
A massive thank you to our community and the #PyMC Labs team for building this robust ecosystem together.
Hockey goaltending stats are noisy. We used #Bayesian spatial models to separate skill from luck, creating a fairer framework for scouting.
See how Gaussian Processes clarify performance and improve decision-making.
๐ dub.link/TBq8CKy
#SportsAnalytics #PyMC #Bayesian
Registration is now open for the Jan 2026 Applied #Bayesian Modeling Workshop!
Hands-on guidance from #PyMC Labs experts, practical Bayesian modeling you can use right away. Starting Jan 12.
Seats are limited โ dub.link/ds6cgc7
Practical Bayesian Modeling with #PyMC - from A/B tests to bandits.
Join us at @pydata.bsky.social 2025 for a hands-on workshop with @allendowney.bsky.social . Learn Bayesian A/B testing, bandits, Thompson sampling, hierarchical models, and more using PyMC and Jupyter.
See you there!
Marketing measurement shifted fast in 2025.
Join our #PyMC Labs roundtable as we break down what actually worked across MMM, CLV, forecasting, and Bayesian models, and what leaders need for 2026.
๐ Register: dub.link/qDR2J7X
#MarketingMeasurement #BayesianModeling
๐ฃ๐๐ ๐-๐ ๐ฎ๐ฟ๐ธ๐ฒ๐๐ถ๐ป๐ด vs ๐๐ผ๐ผ๐ด๐น๐ฒ ๐ ๐ฒ๐ฟ๐ถ๐ฑ๐ถ๐ฎ๐ป, a real-world benchmark for better #MMM decisions.
Join #PyMC Labs partner Luca Fiaschi at #PyDataBoston 2025 as he shares a rigorous, open-source comparison of both frameworks using realistic, production-scale data!
Modeling the SAT Math Gap with #PyMC
Why do male test takers score ~30 points higher? Ability or selection bias?
At PyData Boston 2025, @allendowney.bsky.social shows how Bayesian modeling untangles confounding to reveal whatโs real.
#BayesianModeling #DataScience
Join us tomorrow at Python Irelandโs PyCon 2025 for a talk with Nathaniel Ford on Bayesian workflows with PyMC.
Learn iterative refinement, robust SEM modeling, and the craft behind meaningful statistical discovery.
#PyCon2025 #PyMC #DataScience
Day 2 of our Hierarchical Modeling Workshop with Alexandre Andorra @learnbayesstats.bsky.social - using our new hybrid teaching setup, featuring our LMS, live discussion groups, and more. #pymc #bayesian #data #datascience #sportsanalytics
ยกLos modelos tambiรฉn hablan espaรฑol!
PyMC Marketing ya estรก disponible en espaรฑol ๐
And for our non-Spanish speakers ๐
PyMC Marketing is now live in Spanish!
๐งฉ Explore: dub.link/kR00Qtz
#PyMC #OpenSource #MarketingAnalytics
