Chatroom

AI-enhanced notes, right inside your course chatroom

Type messy fragments during lecture — HUBCV turns them into structured, exam-ready notes inside every course's chatroom.

  • AI-enhanced lecture notes, organized by chatroom
  • Assignments, attendance & documents in one place
  • Ask the assistant anything about the material
  • Completed courses quietly become resume material

CS 301 · Lecture 14 notes

AI enhanced

overfitting = model memorizes noise??

Overfitting occurs when a model fits noise instead of the underlying pattern — watch the gap between training and validation loss.

L1 vs L2: lasso zeroes weights (feature selection); ridge shrinks them smoothly.