CS 470 - Spring 2020.


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Welcome to CS 470!

Video of the Day

Wagner, Spring Waltz

Poll of the Day

Yale College has announced a policy of Universal Pass / Fail. (See Yale Daily News)
The changes mean that the College will forgo letter grades and, instead, students will receive a “pass” or “fail” on their transcripts. According to the Committee on Teaching and Learning report circulated among faculty members before the second vote students who complete “outstanding” work may receive narrative commendations from faculty. These commendations will not appear on students’ transcripts, the report states.
What is your reaction to the Universal Pass / Fail policy?

https://pollev.com/cs470 You may also download the app to your phone. Use the "cs470" poll id.

Coronavirus COVID-19 Global Cases by Johns Hopkins CSSE

Lecture : Learning. 4/8/2020

Administrivia

  • Zoom Guide for Yale Students Sign in using Yale zoom account.

  • Security and Privacy Implications of Zoom Some of you took my CS 257 course on Informatation Security. Apparently zoom is rife with security issues. This article is by Bruce Schneier who is a leading security guru, not some quack.

  • I have office hours Wednesdays from 4-6 pm, via zoom, standard meeting id: 316-021-726

  • ULA office hours - also on zoom. See the [Contact Info and Schedule] as well as piazza. The zoom office hours meetings are posted on canvas, under zoom. If you have trouble connecting, post a note to piazza or email cs470help@cs.yale.edu.

  • [Assignments]. Exploring reports of bugs in learning.py code.

    hw7 has been posted: hw7.html reinforcement learning.

  • Installing gym on the zoo A work in progress.

  • CS 570 project assignment is also available in [Assignments]. So far thirteen have been submitted and approved.

    Google COVID-19 dataset

  • On Friday April 17th, we will have a guest lecture by Professor Marynel Vázquez. She will discuss her research on detecting human spatial formations typical of conversations and describe how this is useful for HRI. Below are the main papers she will cover.

    Final Exam: Friday May 1, 2pm

    The final exam will be open book and take home. I will provide more information about the scope in the coming weeks.

    Lecture: Learning

  • Readings: chapters 18-20
  • 2019 Scassellati Slides:
  • Stuart Russell, Berkeley Slides:

  • 0406.ipynb 0406.html Ensemble Learning, Adaboost.

    TODAY

  • playground.tensorflow.org
  • Best Place to Learn Neural Network: Interactive Tensorflow Playground
  • ReLU activation function rectified linear unit
  • Activation Functions

  • 0408nn.ipynb 0408nn.html neural networks - annotated
  • neural_nets.ipynb neural_nets.html
  • learning.ipynb learning.html

  • Jupyter notebook keyboard shortcuts

    Lecture: Reinforcement Learning

  • Readings: chapter 21
  • 2019 Scassellati Slides: rl.html


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