The MMM example notebook, the Budget Allocation notebook, the Lift Test Calibration notebook, and likely others specify the versions of python, matplotlib, arviz, numpy, pandas, pymc, and pytensor.

Unlock the power of Marketing Mix Modeling (MMM), Customer Lifetime Value (CLV) and Customer Choice Analysis (CSA) analytics with PyMC-Marketing. This open-source marketing analytics tool empowers ...

🎉 Announcing PyMC-Marketing 0.2 💪 Major Revamps: 1. MMM models now have a user-friendly 'scikit-learn'-like API with save/load features 2. CLV models have now got a makeover too - they can be saved ...

This is huge. A great example of rigorous testing in Agentic Data Science. We ran 30 benchmark tests of Claude Code building Bayesian models at PyMC Labs. Every run produced executable code. No ...