Tutorial on using pre-trained OpenAI language models

Under construction -- no ready to be used yet

In this tutorial you will learn how to use language models (via the OpenAI API) from your Analytica model, and also learn about language models and how they work.

Adding the OpenAI API library to your model

( Downloading the library) ( Create new model. Add library to model ) ( Getting and entering the OpenAI API key )

Word likelihoods

(tutorial about next token probabilities. logits and perplexity, etc.)

In-context learning

(What is in-context learning?) (Some examples: Translation, ....)

Creating classifiers using in-context learning

(Classifier Task 1)

(Download the training / test set) (Write the n-shot prompt) (Evaluate performance on several test cases)

Similarity embeddings

(Uses) (Computing similarities) (Indexing a collection of docs) (Adding similar snippet to LLM prompts)