AI Agent Skills

《概率机器人》书和课后习题

Use when forecasting, estimating, or sizing risk — anchor on base rates, give ranges, update prior→likelihood→posterior on evidence, and factor unmeasured quantities int…

Deep universal probabilistic programming with Python and PyTorch

Probabilistic reasoning and statistical analysis in TensorFlow

A general-purpose probabilistic programming system with programmable inference

A probabilistic programming language in TensorFlow. Deep generative models, variational inference.

Fast, flexible and easy to use probabilistic modelling in Python.

A probabilistic programming language

Probabilistic Programming and Nested sampling in JAX

Probabilistic Programming with Gaussian processes in Julia

Probabilistic time series modeling in Python

Python code for "Probabilistic Machine learning" book by Kevin Murphy

Bayesian inference with probabilistic programming.

A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.

Natural Gradient Boosting for Probabilistic Prediction

Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill…