Data Science on Ubuntu
Learn to install tools, analyze datasets, build models, and visualize results using open-source data science software.
Data Science Tutorial
1
Install Essential Data Science Tools
Use apt to install Jupyter Lab, Python, and key libraries:
sudo apt install jupyter python3-pip
- Install pandas, numpy, and scikit-learn:
pip install pandas numpy scikit-learn - Optional:
pip install matplotlib seabornfor visualization
2
Create a Jupyter Project
Launch the notebook interface:
jupyter lab
3
Analyze Data with Python
Use these popular libraries for data manipulation and modeling:
- pandas (DataFrames)
- matplotlib / seaborn
- Scikit-learn models
- NumPy operations
Troubleshooting
Environment Issues
Create virtual environments:
sudo apt install python3-venv && python3 -m venv datasci
Package Conflicts
pip install --user scikit-learn
Continue Your Learning:
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