Is Synthetic Data The Future of AI? (And How To Make Your Own)

Language model’s text generating skills have hit a point where the quality is good enough to start using as synthetic data for other LLMs- Literally LLMs teaching LLMs! In this video we go over why synthetic data is useful for modern day AI, how language models are being optimized through generated data, and how to make your own using GPT-4o and LangChain.

Resources:

Fun Reads:

Chapters:
00:00 - Intro
00:45 - What is Synthetic Data
01:22 - Are We Running Out of Data?
03:20 - Why Synthetic Data for LLMs
04:21 - Using GenAI for Synthetic Data
06:00 - Additional Uses for Synthetic Data
08:09 - Code: LangChain & LLMs for Synthetic Data
08:26 - Code: Defining a Data Model
09:45 - Code: Few Shot Prompting
11:31 - Code: Generating Synthetic Data
12:54 - Code: Saving our Synthetic Data
13:48 - Outro

#ai #data #programming

[dr.mikeybee]

I'm very excited about the synthetic data that can be created from chat logs. I can teach my LLMs in-context. They can create training data from this. Unfortunately, I run on a mac, and unsloth is linux only, but I imagine that a training loop will be included in all agents before too long. I imagine this happening at night while the LLM sleeps. ;)

[TravisChalmers]

How can we improve LLMs with fake data?

[chunlingjohnnyliu]

This channel is just so underrated, you videos are so informative and the way you explain it makes it so easy to understand, thank you so much!

[free_thinker]

Can we achieve AGI with only LLMs?? 🎉🎉

[tankieslayer]

Training a model with the synthetic data it generate is like eating your own shit and expect it to be nutritional.