Unit 1.3 โ€” Python & AI Tooling Ecosystem

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[Verse 1]
Download your tools like blocks in a tower
NumPy calculates with array power
Pandas reads your datasets clean
Matplotlib paints what numbers mean
Virtual environments keep things tight
Conda wraps dependencies right

[Chorus]
Build your toolkit piece by piece
Python libraries never cease
Jupyter notebooks, test and run
Data science has just begun
Git commits track every change
Version control keeps projects arranged

[Verse 2]
Seaborn colors statistical plots
VS Code extensions connect the dots
Docker containers ship your code
Google Colab shares your load
DVC tracks data through each phase
TensorFlow builds neural maze

[Chorus]
Build your toolkit piece by piece
Python libraries never cease
Jupyter notebooks, test and run
Data science has just begun
Git commits track every change
Version control keeps projects arranged

[Bridge]
Scikit-learn for classical models
PyTorch gradients through the throttles
Hugging Face transforms the text
LangChain links what happens next
Import libraries, set your stage
Reproducible at every age

[Verse 3]
Load your dataset, clean the rows
Explore patterns, see what shows
Filter outliers, plot the trends
Analysis pipeline never ends
From raw data to insights bright
Code your vision into sight

[Chorus]
Build your toolkit piece by piece
Python libraries never cease
Jupyter notebooks, test and run
Data science has just begun
Git commits track every change
Version control keeps projects arranged

[Outro]
Environment ready, packages installed
Dependencies managed, never stalled
Python ecosystem in your command
AI development close at hand

โ† Unit 1.2 โ€” Mathematics for AI | Unit 2.1 โ€” Supervised Learning โ†’