CS 470 - Spring 2020.
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Welcome to CS 470!
Video of the Day
Poll of the Day
Where would you like to go for spring break? (Not always the same
as where you are going.)
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. 3/6/2020
Administrivia
I have office hours Wednesdays from 4-6 pm, Room 014 AKW. Also,
I invite students to join me for lunch in a residential college
after class on Wednesdays.
ULA office hours. See the
[Contact Info and
Schedule] as well as piazza.
[Assignments].
hw5 has been posted. It is due after break.
CS 570 project assignment is also available in [Assignments].
Final Exam: Friday May 1, 2pm
A few students have a conflict with that date. To accomodate
them, I will offer the exam on Monday May 4th at 7pm, when I am
giving another exam. If you are interested in the alternate
timeslot, please let me know so that I can be sure that we have a
big enough room.
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
0304.ipynb
0304.html
0306.ipynb
0306.html
-
Visualization
- distance functions
- plurality learner classifier
- k-nearest neighbors classifier
-
decision tree learner
- random forest learner
- naive Bayes learner.
sklcompare.py compare various
sci kit learn algorithms.
learning.ipynb
learning.html
Jupyter notebook keyboard shortcuts
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Last modified: 02/27/2020 17:35:01