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49. What Transformers Are (Text and Sequences)

49.4 Where ChatGPT Fits

Why. Students jump straight to ChatGPT. Draw the boundary clearly.

What. ChatGPT-like tools are large transformer decoders trained on huge corpora + alignment. Your tiny classifier is the teaching on-ramp, not a competitor.

How.

Pick the right lane

  1. Need a small on-device spam flag on 5k tickets → classical or tiny net.
  2. Need conversational help / RAG over PDFs → Gen AI course.
  3. Need vision shelf checks → CNN chapters.
print("Tiny classifier ≠ ChatGPT")
print("Same family idea (attention), very different scale and purpose")

Bridge

Chapter 54 and the Gen AI course expand “NLP vs ChatGPT” for production chat use cases.