AI Development Lab

curl -fsSL https://ollama.com/install.sh | sh

ollama run deepseek-coder:1.3b

python3 -m venv my_ai_lab
source my_ai_lab/bin/activate

from flask import Flask
app = Flask(__name__)

@app.route('/ai')
def hello():
    return {"status": "AI Lab Online"}

if __name__ == '__main__':
    app.run(host='0.0.0.0', port=5000)

import requests

response = requests.post('http://localhost:11434/api/generate', 
    json={"model": "deepseek-coder", "prompt": "Write a python loop"})
print(response.json())

pip freeze > requirements.txt
pip install -r requirements.txt

pip install jupyterlab
jupyter lab --ip 0.0.0.0 --port 8888 --no-browser

docker run -d -p 3000:8080 --add-host=host.docker.internal:host-gateway -v open-webui:/app/backend/data --name open-webui ghcr.io/open-webui/open-webui:main

import pandas as pd
df = pd.read_csv('data.csv')
print(df.describe())

pip install scikit-learn

pip install fastapi uvicorn

pip install celery redis

pip install selenium webdriver-manager

pip install torch torchvision

import sqlite3
conn = sqlite3.connect('ai_lab.db')

pip install loguru

from dotenv import load_dotenv
import os
load_dotenv()
api_key = os.getenv("AI_KEY")

git init
echo "__pycache__/" > .gitignore

pip install pytest
pytest test_ai_app.py

pip list --outdated
sudo netstat -tulpn | grep LISTEN