[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