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1. Manage Everything That Matters. 2. Collaborate Widely, Automate Wisely. 3. Share and Inspire.

License: The Unlicense

Dockerfile 0.50% Makefile 26.36% Python 17.87% Jupyter Notebook 55.27%

humanlessai's Introduction

HumanLessAI

"Don't be afraid to restart, if there is a better way."

Overview

Just remember the following things, to get involved in this project:

  • Manage Everything That Matters
    • Convert all factors capable of influencing model behavior into readable & executable configurations.
    • e.g., dataset versioning, data preprocessing logic updates, adjustments in loss functions, learning rates, evaluation protocols, etc.
  • Collaborate Widely, Automate Wisely
    • Amplify your efforts through collaboration, not only with humans, but also with AI.
    • e.g., AI-driven research discussion, auto commenting workflow, AI-based consistency check on logic implementations, automatic cloud launching, automatic tutorial generation, etc.
  • Share and Inspire
    • Make your small experiments known and find significance in even the minor discoveries. Inspire and be inspired by allowing more people to connect with your vision and imagination.
    • e.g., technical blogs, seminars, paper publications, open discussions, participating in academic reviews, etc.

Key Features (TBU)

  • Dynamic Configuration Tracking
    • Ensure that the variable factor between two experiments is unique.
    • Help to explore, compare, and collapse super complex configurations.
    • Draw a successful experiment as a path in the tree of configurations.
  • AI Software Engineer
  • Experimental Hub

Plans

  • MBTI of LLMs
  • arXiv HTML (experimental) page translator: Chrome extension
  • Practical readme.md generator for huggingface models
  • Mining unreached questions
  • GPT/Claude/Gemini-based code review and research discussion.
  • Pre-training of BERT, RoBERTa, Longformer, GPT, and T5.
  • Fine-tuning of machine translation models with state-of-the-art LLMs.
  • 1M context length fine-tuning method.
  • GPT-based data augmentation.
  • arXiv Korean summarization with EEVE.
    • It cannot be used instead of GPT-4.
  • Participating challenges

humanlessai's People

Contributors

hist0613 avatar dependabot[bot] avatar

Stargazers

Dong-jin Ahn avatar Yohan Lee avatar

Watchers

 avatar

humanlessai's Issues

ai agent 로 개발을 하자

github 기반의 ai application 이 있으면 좋지 않을까?

  1. 새로 작성된 github issue 에 대한 feedback
  2. PR 로 올라온 코드 및 그 내용에 대한 interactive feedback
  3. 프로젝트의 사용법 등 documentation 생성
  4. 코드 내용에 기반해서 code의 readability 혹은 algorithm efficiency에 대한 개선 사항 이나 새로운 feature 건의

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