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twang15 / Educational-ML

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Project Design #1

Open twang15 opened 3 years ago

twang15 commented 3 years ago

Project 1 (Di's idea)

  1. High-level idea: put into practice the state-of-art theory of learning in English speech
    • to replace human graders
  2. Challenges
    • how to grade a speech
      • granularity and aspects
    • human dependent scoring
    • how to validate the model in practice
  3. Limitations of state of the art in practice
  4. Novelty and potential contribution?

Project 2 (Tao's ideas)

  1. Survey: AI in education, what are there in the academy/market already?
    • What problems do they solve / intend to solve?
    • What are their limitations?
    • What are most wanted in academy / practice?
  2. translate lecture video into lecture notes
    • English or mathematics?
    • automatic summary of a lecture
    • task extraction (possibly with Hannha Lam)
    • exercise generation
  3. translate speech into mathematical formulas
  4. translate mathematical formulas back to text/speech