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 to record conversations with the most interesting minds in causality to share them with you.
Enjoy and stay causal!
Keywords: Causal AI, Causal Machine Learning, Causality, Causal Inference, Causal Discovery, Machine Learning, AI, Artificial Intelligence
*Causal Inference From Human Behavior, Reproducibility Crisis & The Power of Causal Graphs*
Is Jonathan Heidt right that social media causes the mental health crisis in young people?
If s…
*Agents, Causal AI & The Future of DoWhy*
The idea of agentic systems taking over more complex human tasks is compelling.
New "production-grade" frameworks to build agentic systems pop up…
📽️ FREE Online Course on Causality
📕 Causal Inference & Discovery in Python
Causal Secrets of N=1 Experiments
Join me for a one of a kind conversation on the opportunities and challenges…
From Quantum Causal Models to Causal AI at Spotify
Ciarán loved Lego.
Fascinated by the endless possibilities offered by the blocks, he once asked his parents what he could do as an adult…
Stefan Feuerriegel is the Head of the Institute of AI in Management at LMU.
His team consistently publishes work on causal machine learning at top AI conferences, including NeurIPS, ICML…
Causal Bandits at cAI 2024 (The Royal Society, London)
The cAI Conference in London slammed the door on baseless claims that causality cannot be used in industrial practice.
In the episod…
Which models work best for causal discovery and double machine learning?
In this extra episode, we present 4 more conversations with the researchers presenting their work at the CLeaR 20…
Root cause analysis, model explanations, causal discovery.
Are we facing a missing benchmark problem?
Or not anymore?
In this special episode, we travel to Los Angeles to talk with researc…
*Causal Bandits at AAAI 2024 || Part 2*
In this special episode we interview researchers who presented their work at AAAI 2024 in Vancouver, Canada.
Time codes:
00:12 - 04:18 Kevin Xia (…
Causal Bandits at AAAI 2024 || Part 1
In this special episode we interview researchers who presented their work at AAAI 2024 in Vancouver, Canada and participants of our workshop on cau…
Meet The Godfather of Modern Causal Inference
His work has pretty literally changed the course of my life and I am honored and incredibly grateful we could meet for this great conversati…
Can we say something about YOUR personal treatment effect?
The estimation of individual treatment effects is the Holy Grail of personalized medicine.
It's also extremely difficult.
Yet, Sc…
Video version of this episode is available here
Causal personalization?
Dima did not love computers enough to forget about his passion for understanding people.
His work at Booking.com fo…
Was Deep Learning Revolution Bad For Causal Inference?
Did deep learning revolution slowed down the progress in causal research?
Can causality help in finding drug repurposing candidates?
…
Causal AI: The Melting Pot. Can Physics, Math & Biology Help Us?
What is the relationship between physics and causal models?
What can science of non-human animal behavior teach causal AI…
What makes two tech giants collaborate on an open source causal AI package?
Emre's adventure with causal inference and causal AI has started before it was trendy.
He's one of the origin…
Recorded on Jan 17, 2024 in London, UK.
Video version available here
What makes so many predictions about the future of AI wrong?
And what's possible with the current paradigm?
From medica…
Video version available here
Are markets efficient, and if not, can causal models help us leverage the inefficiencies?
Do we really need to understand what we're modeling?
What's the role…
Love Causal Bandits Podcast?
Help us bring more quality content: Support the show
Video version of this episode is available here
Causal Inference with LLMs and Reinforcement Learning Agen…
Support the show
Video version available on YouTube
Do We Need Probability?
Causal inference lies at the very heart of the scientific method.
Randomized controlled trials (RCTs; also known…