/ilovetfp

I love TensorFlow probability

Primary LanguagePythonApache License 2.0Apache-2.0

I 🖤 TensorFlow probability

The repository contains several examples where tensorflow probability is utilized:

  • Variational inference in probabilistic models: an analytically solvable example: blog

  • Bayesian inference for stochastic processes: an analytically solvable problem blog | colab-notebook

  • Simplify likelihood when regressing against categorical variables: blog | colab-notebook

To test the examples execute:

export TF_CPP_MIN_LOG_LEVEL=2

PYTHONPATH=$(pwd) python src/main.py example-linear-regression

PYTHONPATH=$(pwd) python src/main.py example-stochastic-process 

PYTHONPATH=$(pwd) python src/main.py example-categorical-features