PyConnect2023_GenAI_Digital_Transformation

This repo contains the content related to the talk:

Construyendo soluciones con Generative AI para la transformación digital

Content

1. Overview
2. Getting Started
3. Contributing

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New Features

• Added model arguments control

Overview

I wanted to showcase the true value of GenAI applications, and the best way was to create a chatbot application for the entire conference.

Idea

Build an application to support event's participants/attendees.

Business Objective

Increase participants/attendees satisfaction (CSAT = customer satisfaction).

Requirements

• GUI (graphical interface).
• Conference Knowledge Base.
• Personalization (unique experience for each user).

GenAI (ML) Objective

Maximize participants/attendees experience.

Technologies

• Langchain
• Streamlit
• Weaviate
• OpenAI

Data gathering

Collected all text information for each session in the calendar.

Schedule Content

Session Content Example

Data Storage

In regard to vector stores, I selected weaviate since they are open source and provide a great free tier.

To create an account visit: Weaviate - Homepage

Model Selection

I selected OpenAI as the LLM service provider, since they offer a very good price/quality ratio.

• gpt-3.5-turbo
• text-embedding-ada-002

For reference, around 750 words predicted by gpt-3.5-turbo costs 0.002 USD.

Getting Started

Setup

Create the virtual environment with:

python -m venv .venv

Then, activate it with:

source .venv/bin/activate

Finally, install dependencies with:

pip install -r requirements.txt

Local Usage

To run the streamlit application locally, use:

streamlit run app.py

This will automatically open a window in your default web browser.

Have fun!

Contributing

Installing pre-commit

Pre-commit is already part of this project dependencies. If you would like to installed it as standalone run:

pip install pre-commit

To activate pre-commit run the following commands:

• Install Git hooks:

pre-commit install

• Update current hooks:

pre-commit autoupdate

To test your installation of pre-commit run:

pre-commit run --all-files