Friday, April 21, 2023

4/28/23: Updates; evaluations of potential readings

   Machine Learning Study Group

Welcome! We start at 4:00 (or as soon as the weekly seminar is over and people have logged in). Zoom automatically ends the meeting after 40 minutes. New members are always welcome and anyone can join. You may attend any or all sessions. Also feel free to ask to be removed from the invite list at any time, as we have no wish to send unneeded emails which we all certainly get too many of.
 
Agenda & Minutes
  • Welcome to the 62nd meeting, April 28, 2023.
  • Status updates/news/inputs/comments
    • Student and project updates
      • PT is working on different window sizes for the LSTM algorithm. Will give us an update on preliminary results.
      • Superimposed text project (VK). Paper submitted to FTC 2023 on VQA on images with superimposed text. Any updates? We should hear back about the paper some time in mid-May.
      • DD has finished the tutorial.
    • Any other updates/news/inputs or comments?
  • We read https://openai.com/research/gpt-4 about GPT-4 up to the section "Limitations."
  • Next time we can evaluate https://huggingface.co/learn/nlp-course/chapter0/1?fw=tf. Evaluation was 4 1/5 to continue reading it, which would involve setting up environments since reading it means working through it like a lab.
  • https://huggingface.co/learn/nlp-course/chapter7/3?fw=tf. Evaluation was 4.0 to read more of this article.
  • MC suggested: Sparks of Artificial General Intelligence: Early experiments with GPT-4 (https://arxiv.org/abs/2303.12712). We read the abstract to decide whether to read the article. The group's evaluation was 3 6/7 out of 5 to read it.
  • Here are some other things we could choose to read from in the future from as time allows.
    • At some point we can discuss and vote on other sources. See the list on the page of sources. Also Youtube is full of videos about neural nets, transformers, etc.
  • Readings/videos/demos we have finished. 
    • 2/17/23; "Deep Learning for AI" by Bengio, LeCun and Hinton, the Turing Award Lecture paper for 2018, published in CACM, 2021, https://dl.acm.org/doi/pdf/10.1145/3448250.
    • ChatGPT Is a Tipping Point for AI (Harvard Business Review). Finished 1/27/23.
    • 12/16/22: We demoed ChatGPT.
    • 11/4/22: We viewed and discussed a transformers video: https://www.youtube.com/watch?v=TQQlZhbC5ps first. This seemed to be one of the better videos of the many out there.
    • Transformers From Scratch," https://e2eml.school/transformers.html. Finished on 10/28/22.
    • The Narrated Transformer Language Model, Jay Alammar, https://www.youtube.com/watch?v=-QH8fRhqFHM, finished 7/22/22.
    • https://www.youtube.com/watch?v=F1X4fHzF4mQ. Finished 8/26/22.
    • We also finished other things from before this list of finished sources was created to keep a record of them.





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