Awesome Lists

awesome-machine-learning-interpretability

by jphall663

awesome listpushed almost 2 years ago

A curated list of awesome responsible machine learning resources.

AI summary

AI interpretability guide

A curated list of resources on machine learning interpretability and responsible AI practices

stars
3.7K
forks
588
watching
133
awesome lists
5
entries
1,261
View on GitHub

Embed the badge

Show how many awesome lists link to your project. The count updates automatically.

Awesome Lists badge
Markdown
[![Awesome Lists Badge](https://awesome.facts.dev/shield/jphall663/awesome-machine-learning-interpretability/links.svg)](https://awesome.facts.dev/awesome/jphall663/awesome-machine-learning-interpretability)
HTML
<a href="https://awesome.facts.dev/awesome/jphall663/awesome-machine-learning-interpretability"><img src="https://awesome.facts.dev/shield/jphall663/awesome-machine-learning-interpretability/links.svg" alt="Awesome Lists Badge" /></a>
Image URL
https://awesome.facts.dev/shield/jphall663/awesome-machine-learning-interpretability/links.svg

What's in the list

1,261 links in 97 sections, with live GitHub stats.activeno commit in 2y

Community and Official Guidance Resources / Community Frameworks and Guidance

Community and Official Guidance Resources / Community Frameworks and Guidance / AI Verify

Community and Official Guidance Resources / Community Frameworks and Guidance

Community and Official Guidance Resources / Community Frameworks and Guidance / Center for Security and Emerging Technology (CSET):

Community and Official Guidance Resources / Community Frameworks and Guidance

Community and Official Guidance Resources / Community Frameworks and Guidance / The Foundation Model Transparency Index

Community and Official Guidance Resources / Community Frameworks and Guidance

Community and Official Guidance Resources / Community Frameworks and Guidance / Google:

Community and Official Guidance Resources / Community Frameworks and Guidance

Community and Official Guidance Resources / Community Frameworks and Guidance / IEEE:

Community and Official Guidance Resources / Community Frameworks and Guidance

Community and Official Guidance Resources / Community Frameworks and Guidance / ISACA:

Community and Official Guidance Resources / Community Frameworks and Guidance

Community and Official Guidance Resources / Community Frameworks and Guidance / Manifest MLBOM Wiki

Community and Official Guidance Resources / Community Frameworks and Guidance / Meta:

Community and Official Guidance Resources / Community Frameworks and Guidance / Microsoft:

Community and Official Guidance Resources / Community Frameworks and Guidance / Microsoft: / Azure AI Content Safety

Community and Official Guidance Resources / Community Frameworks and Guidance / Microsoft:

Community and Official Guidance Resources / Community Frameworks and Guidance

Community and Official Guidance Resources / Community Frameworks and Guidance / Oliver Patel's Cheat Sheets

Community and Official Guidance Resources / Community Frameworks and Guidance

Community and Official Guidance Resources / Community Frameworks and Guidance / LLM Agents can Autonomously Exploit One-day Vulnerabilities

Community and Official Guidance Resources / Community Frameworks and Guidance

Community and Official Guidance Resources / Community Frameworks and Guidance / DAIR Prompt Engineering Guide

Community and Official Guidance Resources / Community Frameworks and Guidance

Community and Official Guidance Resources / Community Frameworks and Guidance / Learn Prompting, Prompt Hacking

Community and Official Guidance Resources / Community Frameworks and Guidance

Community and Official Guidance Resources / Community Frameworks and Guidance / r/ChatGPTJailbreak

Community and Official Guidance Resources / Community Frameworks and Guidance

Community and Official Guidance Resources / Conferences and Workshops

Community and Official Guidance Resources / Conferences and Workshops / ACM FAccT (Fairness, Accountability, and Transparency)

Community and Official Guidance Resources / Conferences and Workshops

Community and Official Guidance Resources / Conferences and Workshops / International Conference on Machine Learning (ICML) / :

Community and Official Guidance Resources / Conferences and Workshops

Community and Official Guidance Resources / Conferences and Workshops / Knowledge, Discovery, and Data Mining (KDD) / :

Community and Official Guidance Resources / Conferences and Workshops

Community and Official Guidance Resources / Conferences and Workshops / Neural Information Processing Systems (NeurIPs) / :

Community and Official Guidance Resources / Conferences and Workshops

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance / National Institute of Standards and Technology (NIST)

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance / National Institute of Standards and Technology (NIST) / Measurement Uncertainty

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance / National Institute of Standards and Technology (NIST)

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance / National Telecommunications and Information Administration (NTIA)

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance / Chief Data and Artificial Intelligence Officer (CDAO) Assessment and Assurance

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance / Department of the Army

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance / Office of Educational Technology

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance / Artificial Intelligence and Technology Office

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance / Office of Management and Budget (OMB)

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance / Office of Science and Technology Policy (OSTP)

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance / Office of Science and Technology Policy (OSTP) / National Science and Technology Council (NSTC)

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance / Business Blog

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance / Proposal for a Regulation laying down harmonised rules on artificial intelligence (Artificial Intelligence Act)

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance / OECD Artificial Intelligence Papers

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance / Summary of the NATO Artificial Intelligence Strategy, October 22, 2021

Community and Official Guidance Resources / Official Policy, Frameworks, and Guidance

Community and Official Guidance Resources / Law Texts and Drafts

Community and Official Guidance Resources / Law Texts and Drafts / European Union, General Data Protection Regulation (GDPR)

Community and Official Guidance Resources / Law Texts and Drafts

Education Resources / Comprehensive Software Examples and Tutorials

Education Resources / Comprehensive Software Examples and Tutorials / Model Interpretability with DALEX / :

Education Resources / Comprehensive Software Examples and Tutorials

Education Resources / Comprehensive Software Examples and Tutorials / PiML:

Education Resources / Comprehensive Software Examples and Tutorials

Education Resources / Free-ish Books

Education Resources / Free-ish Books / Christoph Molnar, 2021, Interpretable Machine Learning: A Guide for Making Black Box Models Explainable

Education Resources / Free-ish Books

Education Resources / Glossaries and Dictionaries

Education Resources / Open-ish Classes

Education Resources / Open-ish Classes / Google Cloud Skills Boost

Education Resources / Open-ish Classes

Education Resources / Podcasts and Channels

AI Incidents, Critiques, and Research Resources / AI Incident Information Sharing Resources

AI Incidents, Critiques, and Research Resources / AI Law, Policy, and Guidance Trackers

AI Incidents, Critiques, and Research Resources / Challenges and Competitions

AI Incidents, Critiques, and Research Resources / Critiques of AI

AI Incidents, Critiques, and Research Resources / Critiques of AI / OpenAI—written evidence (LLM0113), House of Lords Communications and Digital Select Committee inquiry: Large language models

AI Incidents, Critiques, and Research Resources / Critiques of AI

AI Incidents, Critiques, and Research Resources / Groups and Organizations

AI Incidents, Critiques, and Research Resources / Curated Bibliographies

AI Incidents, Critiques, and Research Resources / List of Lists

Technical Resources / Benchmarks

Technical Resources / Common or Useful Datasets

Technical Resources / Common or Useful Datasets / COMPAS Recidivism Risk Score Data and Analysis / :

Technical Resources / Common or Useful Datasets

Technical Resources / Machine Learning Environment Management Tools

Technical Resources / Personal Data Protection Tools

Technical Resources / Open Source/Access Responsible AI Software Packages

More related projects

Add a GitHub project

Missing a project or an awesome list? Paste its GitHub URL and we fetch it right away.