Project: Utilizing Embeddings for Text Similarity

Try out embeddings by creating a project that calculates text similarity.

We'll cover the following

Since we have learned the concepts behind embeddings, text similarity, and clustering, it's time to put our knowledge to the test. In this section, we will compute embeddings for a dataset and then cluster them based on the scores.

Text similarity project

We'll explain each section and then put it all together at the end for you to try it out.

Note: To perform embeddings on your local machine, please first install the openai and openai[datalib] libraries as follows: 

pip install openai

pip install openai[datalib]

Step 1: Import the OpenAI library and set the API key.

First, import the necessary libraries and set your OpenAI API key.

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