CS 470 - Spring 2020.
[Home]
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.
- Widely used, including British cabinet meeting.
- Bad Privacy Practices: selling data, sending data to Facebook, treating home pages as marketing websites.
- Bad security practices: third party can turn on Mac user's camera overriding
local security setting, can steal users' Windows credentials,
display LinkedIn data, sloppy encryption: claim AES-256, but use AES-128,
in ECB mode (electronic code book - not a good idea), use servers in China,
have 700 developers in China, who could slip in backdoors a Chinese authorities request.
- Bad user configurations: zoombombing, meeting id's are too short -
hackers can randomly try them - there are tools for this!
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:
AIMA chapter 18
6up Learning from Observations
AIMA chapter 20a
6up Statistical Learning
AIMA chapter 20b
6up Neural Networks
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
[Home]