/AI-Agent-Assistant

💡| Assistant Telegram bot using Deep Reinforcement Learning and Neural Networks

Primary LanguagePython

AI Agent Asistant

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[F22] Reinforcement Learning Final Exam at Innopolis university

Prerequisites

Before you begin, ensure you have met the following requirements:

  • You have installed the latest version of Python
  • You have a Windows/Linux/Mac machine.
  • You have read README.md.
  • Optional: You have Docker and docker-compose installed.

Installing requirements and running

If you have docker on your machine then you can skip to the next section.

To install requirements, follow these steps:

conda create -n bot python=3.9 -y && conda activate bot
pip install -r requirements.txt
python -u app.py

Using Docker

To use Docker, follow these steps:

docker build -t bot .
docker run -it --rm bot

or

docker-compose up -d --build
docker-compose logs # to see logs

Chatbot results

Let me show you some chatbot's results:

Chatbot's working structure

If there is an answer to the question in the base of the bot, the bot will answer.

You can improve the bot's response by giving feedback, select one of the "Yes" and "No" buttons below.

The question is sent to the admins, and when they receive the answer, they add it to the database.

you can find more results from chatbot in this directory neural networks' configs of those results are described in the filename

Project Framework

Framework divides into tow main parts:

  • User Simulator
  • End-to-End Neural Dialogue system

Authors