Classification Models
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25:43 CC

Classification Models

#502 Mar 30, 2025 pro
Continuing from the previous episode, we look at removing the LLM in favor of a Classification Model. This will allow a more directed course of action for the Rails application to take based on the user input. We'll also look at fine tuning the model so that we are able to get better classifications of the user input.

Chat Agent
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23:38 CC

Chat Agent

#501 Mar 23, 2025 pro
In this episode, we lay down the ground work to have a chat agent in our Rails application. We'll be creating this from complete scratch and set it up in a way that you can have responses generated however you want.

Confetti
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5:48 CC

Confetti

#500 Mar 16, 2025 pro
In celebration of Episode #500, we'll be looking at adding confetti to our Rails application. While seemingly a bit silly, this can add a bit of flare to your application when used properly.

Embeddings
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28:15 CC

Embeddings

#499 Mar 9, 2025 pro
In this episode, we explore embeddings and how they improve search and recommendations by converting text into numerical vectors. We'll set up a Rails 8 app with PostgreSQL + PG Vector, generate embeddings, and perform similarity searches.

Development Approach
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19:59 CC

Development Approach

#497 Feb 23, 2025 pro
Working with 3rd party integrations can be time consuming, complicated and we can take many different approaches when creating a proof of concept. In this episode, we're going to look at creating a development environment with Jupyter Notebooks so that we can iterate fast and remove a lot of the complexities of our application.