Training on pure synthetic data has no information gain, thus there is little reason the model *should* improve. Oftentimes when evals go up from “self-distillation”, that might be from some more invisible tradeoff, i.e. mode collapse in exchange for individual eval improvement
LLMS
-
Model Collapse in AI: Recursive Synthetic Data Training Risks
By
–
1/ New paper in Nature shows model collapse as successive model generations models are recursively trained on synthetic data. This is an important result. While many researchers today view synthetic data as AI philosopher’s stone, there is no free lunch. Read more
-
Using Llama 3.1 as an AI Data Analyst Agent
By
–
Llama 3.1 is impressive as a Data analyst Agent!
— m_ric (@AymericRoucher) 25 juillet 2024
Drop it your data as a csv, let it do the work, and you will get cool insights and plots in a matter of seconds!
Check out the demo here: https://t.co/LBaNmkOclA pic.twitter.com/svkuRRQQlyLlama 3.1 is impressive as a Data analyst Agent! Drop it your data as a csv, let it do the work, and you will get cool insights and plots in a matter of seconds! Check out the demo here: https://
huggingface.co/spaces/m-ric/a
gent-data-analyst
… -
Llama 3.1 Data Analyst Agent Demo
By
–
Llama 3.1 is impressive as a Data analyst Agent!
— m_ric (@AymericRoucher) 25 juillet 2024
Check out the demo here: https://t.co/LBaNmkNEw2 pic.twitter.com/eABJ0mUdcRLlama 3.1 is impressive as a Data analyst Agent! Check out the demo here: https://
huggingface.co/spaces/m-ric/a
gent-data-analyst
… -
Daily Content on Python, Data Science, Machine Learning and MLOps
By
–
That's a wrap! If you are interested in any of these topics: – Python – Data Science – Machine Learning – Data Analysis – LLMs – MLOps Find me → @Sumanth_077 I'm sharing daily content over here.
-
Setting Up RAG System with Clarifai and Llama 3.1
By
–
Step 2: Import the RAG class and set up the RAG system by passing your Clarifai App URL and the Llama 3.1 8B instruct model URL from the community. Create a Clarifai app and get your App URL. Here is the model URL: https://
clarifai.com/meta/Llama-3/m
odels/llama-3_1-8b-instruct
… -
Build RAG System in 4 Lines with Clarifai SDK
By
–
You can build a RAG system with just 4 lines of code using @clarifai Python SDK. Below is the entire code. Let's look at it step by step:
-
Build RAG LLM App Chat PDF Files Llama 3.1
By
–
Build a LLM app with RAG to chat with PDF files using Llama 3.1 8B instruct in just 4 lines of Python code:
-
Mistral, Kling, ChatGPT et nouvelles tendances IA
By
–
Top stories in AI today: -Mistral's Large 2 takes on AI giants
-Kling AI's video generation goes global
-How to replace Siri with ChatGPT
-Bing unveils new AI-powered search
-6 new AI tools & 4 new AI jobs Read more: http://
therundown.ai/p/mistral-ai-c
hallenges-meta-llama
… -
Hugging Face Transformers v4.43 Update Enhances AI Agent Planning
By
–
Transformers v4.43 has been released, with a few sizeable improvements to Agents! Planning step: the agent can draw and update a plan, which considerably improves task solving trajectories. Release notes here: https://
github.com/huggingface/tr
ansformers/releases
… TY @LysandreJik for the reviews!