Agentic datascience : Simplest Demo

A simple implémentation of Agentic Wordflow and Agent datascience.

🏷️ Description

An Agentic demo of a basic data science use case. The goal is to test differences between Agent and Workflow in reliability and complexity.

📍 Index

• Features
• Demo
• Quick start
• Soon
• Prerequisites
• Installation
• Technology
• Project structure
• Test
• Warning
• License

✅ Features

Technology

Demo

Example Agent execution

🚀 Quick start

Note

1. First go to installation to setup Ollama.
2. You can change CSV file in "data" folder.

Python venv

uv venv --python 3.12
source .venv/bin/activate
pip install -r requirements.txt

Launch script

python main_agent.py

🔜 Soon

• Workflow datascience
• Full containerized

📋 Prerequisites

• Linux (AMD & Nvidia) or Windows with WSL2 (Nvidia)
• Docker installed
• Docker Compose installed

🛠️ Installation

AMD

Instructions for installing the project, use compose.amd.yml:

docker compose -f compose.amd.yml up -d

NVIDIA

Instructions for installing the project, use compose.nvidia.yml:

docker compose -f compose.nvidia.yml up -d

Check installation

docker ps

You should see 1 service :

• ollama_service

Pull Ollama models

Check models available in your Ollama container

docker exec -it ollama_service ollama list

Download a model to your Ollama container

docker exec -it ollama_service ollama pull qwen3-coder:30b

💻 Technology

Technology	Description	License	Documentation
Python	A high-level programming language.	MIT	Docs
Docker	A platform for containerization.	Apache 2.0	Docs
Ollama	A tool for running large language models locally.	MIT	Docs
Agno	A unified stack for multi-agent systems.	Apache 2.0	Docs

📂 Project structure

🧪 Test

This project has been tested on the following hardware configuration:

• OS: Linux Solus
• CPU: AMD Ryzen 5 9600X
• GPU: AMD Radeon Pro 9700 AI & AMD RX 9070
• Storage: 2.5" SATA SSD

🚨 Warning

Note

CSV data file must be correctly structured.

📃 License

This project is open source and the code is usable and modifiable. However, the author disclaims all responsibility and no technical support is provided.