Notes
- Pre-training - Predicts the output of a sentence
- Uses Stochastic Gradient Descent
- NN needs to learn about objects and how they interact with each other
- This is a form of compression
- LM Fine-Tuning - Giving data to a model (Common Crawl, Wikipedia, etc.). These are documents that should be close to what we want the model to do.
- Classifier Fine-Tuning - End task we want the model to do.
- Instruction Tuning - Give the model examples for how to respond.
- Prompt | Question | Answer
- OpenOrca
Links
A Hackers' Guide to Language Models
OpenPlayground