AGENT SKILL

bayesian-deep-learning

Bayesian neural networks, uncertainty in deep learning, and probabilistic DL

License 许可
MIT
所属仓库
NeuralBlitz/Mito
最近更新
2026-04-21
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01 前言 Front Matter

name
bayesian-deep-learning
license
MIT
metadata
{ "audience": "researchers", "category": "machine-learning" }
description
Bayesian neural networks, uncertainty in deep learning, and probabilistic DL
compatibility
opencode

03 SKILL.md 正文

What I do

  • Build Bayesian neural networks
  • Quantify uncertainty in DL
  • Apply variational inference
  • Use Monte Carlo dropout

When to use me

When working on uncertainty quantification in deep learning.

Key Concepts

  • Bayesian NNs
  • Variational inference
  • Dropout as Bayesian
  • Weight uncertainty
  • Epistemic uncertainty
  • Aleatoric uncertainty
  • Model calibration

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