This is for tracking daily papers, daily news, my daily discoveries/thoughts/work in the area.
Inspired by GenAI_LLM_timeline and Daily Papers but personalized and focused.
- Milestone-ish models/datasets/apps are categorized as 🚀News, even if they come with papers.
- 📚Papers are for better understanding the mechanisms and not just a new model trained differently, good blogs are also counted as papers.
- ⚡Discoveries are what changed my perspective or practice.
- News are dated by the time they happened. Discoveries and papers are dated by the time I noticeed their importance1.
- Style: only key words in the table, extra info should be available via the link or the food note.
Decide whether include them and determine dates:
| Date | Papers | News | Discoveries | Thoughts/work |
|---|---|---|---|---|
| 4.18 | SPQA | |||
| 4.9 | spaCy | |||
| 3.31 | simple-llm-finetuner | |||
| 3.19 | Web AI | |||
| 1.6 | NeevaAI |
- Mooler0410/LLMsPracticalGuide - A curated list of practical guide resources of LLMs.
- thunlp/PromptPapers - Must-read papers on prompt-based tuning for pre-trained language models.
- foocker/deeplearningtheory
- dair-ai/ML-Course-Notes - 🎓 Sharing machine learning course / lecture notes.
- ml4code - A Survey of Machine Learning for Big Code and Naturalness
- Everything-LLMs-And-Robotics - The world's largest GitHub Repository for LLMs + Robotics
- Longyichen/Alpaca-family-library - Summarize all low-cost replication methods for Chatgpt.
- imaurer/awesome-decentralized-llm - Collection of LLM resources that can be used to build products you can "own" or to perform reproducible research.
- nichtdax/awesome-totally-open-chatgpt - A list of totally open alternatives to ChatGPT
- FreedomIntelligence/LLMZoo - ⚡LLM Zoo is a project that provides data, models, and evaluation benchmark for large language models.⚡
- arjunbansal/awesome-oss-llm-ift-rlhf - Collection of open source implementations of LLMs with IFT and RLHF that are striving to get to ChatGPT level of performance
- stanford-crfm/ecosystem-graphs - an ongoing effort to track the foundation model ecosystem
- zhilizju/Awesome-instruction-tuning - A curated list of awesome instruction tuning datasets, models, papers and repositories.
- yaodongC/awesome-instruction-dataset - A collection of open-source dataset to train instruction-following LLMs (ChatGPT,LLaMA,Alpaca)
- PhoebusSi/Alpaca-CoT - We unified the interfaces of instruction-tuning data (e.g., CoT data), multiple LLMs and parameter-efficient methods (e.g., lora, p-tuning) together for easy use
- visenger/awesome-mlops - A curated list of references for MLOps
- lupantech/dl4math - Resources of deep learning for mathematical reasoning (DL4MATH).
- tensorush/Awesome-Maths-Learning - 😎 📜 Collection of the most awesome Maths learning resources in the form of notes, videos and cheatsheets.
- dair-ai/Prompt-Engineering-Guide - 🐙 Guides, papers, lecture, notebooks and resources for prompt engineering
- reorx/awesome-chatgpt-api - Curated list of apps and tools that not only use the new ChatGPT API, but also allow users to configure their own API keys, enabling free and on-demand usage of their own quota.
Footnotes
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Models and datasets are already tracked seperately as simple machine-digestable files as
models.txtanddatasets.txt, and some on my likes. Repos are tracked by my stars, mostly in topicchatgpt,chatgpt-api,ai,artificial-intelligence,data-scienceanddata-analysis, also in my star list lean-llm focusing on the building blocks of applying LLMs to the ITP/ATP area. ↩ -
The AI World’s First Open Source RLHF LLM Chatbot ↩
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Meerkat is a Python library for interactively exploring unstructured data with foundation models that understand them, you can also seamlessly switch between augmented data frames and reactive GUIs for easy verification and feedback. ↩
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Helped me testing LLaMA and Alpaca locally ↩
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Helped me experience prompt-based coding infinitely ↩
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The first open source RLHF pipeline ↩