llm-classifier
ml-ferret | llm-classifier | |
---|---|---|
3 | 4 | |
7,911 | 186 | |
4.2% | 12.9% | |
4.3 | 7.8 | |
4 months ago | about 2 months ago | |
Python | Python | |
GNU General Public License v3.0 or later | GNU General Public License v3.0 or later |
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ml-ferret
llm-classifier
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Lessons after a Half-billion GPT Tokens
We do this for the null hypothesis - is uses an LLM to bootstrap a binary classifier - which handles null easily
https://github.com/lamini-ai/llm-classifier
- FLaNK Stack 29 Jan 2024
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Good old-fashioned AI remains viable in spite of the rise of LLMs
LLMs introduced zero-shot learning, or “prompt engineering” which is drastically easier to use and more effective than labeling data.
You can also retrofit “prompt engineering” onto good old fashion ML like text classifiers. I wrote a library to do just that here: https://github.com/lamini-ai/llm-classifier
IMO, it’s a short matter of time before this takes over all of what used to be called “deep learning”.
- How to use a LLM to classify text
What are some alternatives?
FLaNK-VectorDB - NiFi and Vector Databases
reor - Private & local AI personal knowledge management app.
mlx - MLX: An array framework for Apple silicon
llm-routing-agent - Agent that routes to different tools - LLM classifier SDK
predictive-spy - Spying on Apple’s new predictive text model
langroid - Harness LLMs with Multi-Agent Programming
pong-wars
heynote - A dedicated scratchpad for developers
gateway - A Blazing Fast AI Gateway. Route to 100+ LLMs with 1 fast & friendly API.
java-snapshot-testing - Facebook style snapshot testing for JAVA Tests
InstantID - InstantID : Zero-shot Identity-Preserving Generation in Seconds 🔥
Deep_Object_Pose - Deep Object Pose Estimation (DOPE) – ROS inference (CoRL 2018)