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## MIAA 625 – A Free, Self‑Paced Introduction to Advanced AI Techniques miaa625 free

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| Item | Command / Link | |------|----------------| | | git clone https://github.com/OLH-MIAA625/starter-notebooks.git | | Activate Colab GPU | Runtime → Change runtime type → Hardware accelerator → GPU | | Install extra packages | !pip install -q transformers[torch] | | Export badge | Click “Claim Badge” → “Export as PNG” on the final dashboard page | | Join Discord | Invite link on the course homepage (expires after 30 days) | | Submit a quiz | In each module, click “Start Quiz” → auto‑graded, immediate feedback | | Deploy model (FastAPI) | uvicorn app:app --host 0.0.0.0 --port $PORT (use the free Heroku CLI) |