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part-iii-essay-meta-learning

Source code for experiments as part of the Cambridge Mathematical Tropis Part III essay on 'Meta-Learning: A PAC-Bayesian Perspective

https://github.com/klemens-floege/part-iii-essay-meta-learning

Science Score: 44.0%

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Last synced: 6 months ago · JSON representation ·

Repository

Source code for experiments as part of the Cambridge Mathematical Tropis Part III essay on 'Meta-Learning: A PAC-Bayesian Perspective

Basic Info
  • Host: GitHub
  • Owner: klemens-floege
  • Language: Jupyter Notebook
  • Default Branch: main
  • Size: 6.56 MB
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created almost 3 years ago · Last pushed almost 3 years ago
Metadata Files
Readme Citation

README.md

Part-III-essay-meta-learning

Source code for experiments as part of the Cambridge Mathematical Tropis Part III essay on 'Meta-Learning: A PAC-Bayesian Perspective

Code was adapted from @misc{rothfuss2021pacoh, title={PACOH: Bayes-Optimal Meta-Learning with PAC-Guarantees}, author={Jonas Rothfuss and Vincent Fortuin and Martin Josifoski and Andreas Krause}, year={2021}, eprint={2002.05551}, archivePrefix={arXiv}, primaryClass={stat.ML} }

Owner

  • Name: Klemens Flöge
  • Login: klemens-floege
  • Kind: user

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Floege"
  given-names: "Klemens Niklas"
  orcid: "https://orcid.org/0000-0000-0000-0000"
title: "Meta-Learning: A PAC-Bayesian Perspective"
version: 1.0
date-released: 2023-5-03
url: "https://github.com/kf416/Part-III-essay-meta-learning.git"

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Dependencies

requirements.txt pypi
  • imageio *
  • matplotlib *
  • numpy *
  • pandas *
  • pyYAML *
  • scipy *
  • tensorflow *
  • tensorflow-probability ==0.9.0
  • tqdm *
setup.py pypi
  • absl-py *
  • future *
  • gpytorch *
  • numpy *
  • pandas *
  • pyro-ppl *
  • scipy *
  • torch >=1.3.0
third_party/neural_processes/requirements.txt pypi
  • imageio *
  • matplotlib *
  • numpy *
  • torch *
  • torchvision *