Week 13
- solutions to midterms 1 and 2 now posted on the web site.
- Some answers to Question 8, a and b on midterm 2 were incorrectly graded and have now been corrected; please go to CrowdMark to see if your grades have been updated.
- there is a slightly updated version of the project on the course web page. It slightly improves the description of the algorithm to account for processing time after the last job is moved into the processing slot. You do not need to use this version: the tests should work for either version of the algorithm. (Thanks to a correction from a student in the class.)
Week 12
- please fill out course evaluations at https://evals.mcmaster.ca !
- homework 2 marks and feedback should have been returned (on Avenue/by e-mail); if yours is missing, please contact us
- there will be quizzes next week in tutorial (2-4 December), covering material up to and including midterm 2
- a project will be released on Weds 27 Nov on the class web page; it will be due on Weds Dec 11
Midterm 2
- the old final rubric posted on the web site has now been updated with solutions for Q1 & 2
- some
numpy
questions are now posted on CodeLab
- midterm test 2 will be held in LRW B1007 (everyone, in both lecture sections) from 7-8 PM on Tues 19 November.
- the test will include all material up to the end of week 9, i.e. including
numpy
use and numerical issues in computation. (It will include material on floating-point as well as integer computation.)
- the 2016 final is posted on the web site. All the questions except Q6 and Q8 would be reasonable questions for midterm 2 (and the particular point in Q1b about raising a ValueError)
Week 9
- marks for midterm test 1 have been e-mailed. The marks for this test are out of 120.
Week 8
- problem 51826 has a typographical error. For now, you should use a dictionary called
wwii_battle_winners
(all lowercase) in your solution, not wwII_battle_winners
. If you run out of attempts because of this mistake, please let me know. (I’ve told the CodeLab folks folks about this, so there is some chance they will fix it.)
- homework 4: Codelab questions. These are due on Weds Nov 6 at 11:59 PM.
- Sets:
- Initialization/creation: 51804
- Addition/removal: 51805 51810
- Iteration: 51301
- Dictionaries:
- Adding/removal: 51818 51819 51302
- Traversal: 51828 51826 51281
- Files: 51356 51361
midterm 1
- midterm 1 will be held from 7-8 PM on 22 October (Tues). If your family name begins with the letters A-S, please go to Canadian Martyrs (across Main Street from the hospital) to take the test. If your family name begins with the letters T-Z, please go to BSB B135.
- no calculators or other test aids will be allowed (why would you need them anyway?)
- Canadian Martyrs is located at 1355 Main Street West across the street from the Information Technology Building (ITB). Students writing exams should enter the building by the Main Street entrance using the cement pathway. Please do not enter using the school front entrance or the side/playground entrances.
Week 6
- Homework: don’t forget
- delete
raise NotImplementedError()
from your notebook before submitting!
- submit your homework as
yourmacid_hw3.ipynb
- Instead of using Avenue, you are encouraged to submit your homework to https://macdrive.mcmaster.ca/u/d/7985d0ce553e467e998a/ instead; please upload exactly one file. If your homework is in the proper format, you will receive an automatic e-mail within an hour. All assignments not in the proper format are automatically deleted. If you do not receive an email, your assignment was in the wrong format; fix any problems and resubmit. If there is an issue with the link please contact
pocucan@mcmaster.ca
.
- The lectures this Thursday (10 Oct: Bolker) and Friday (11 Oct: Pang) will be review sessions for the test on 22 October. We will be doing a brief overview of the course outline, but will primarily be focusing on questions from students, so please plan to ask questions!
- The test will cover everything up to and including the “week 5” notes (not covering Newton’s method, not covering file I/O). Please see the previous years’ midterms posted on the course web page for examples of typical questions.
Week 5
- Homework #3 is now posted here. It is a self-contained Jupyter notebook that includes all of the instructions. Please read these and submit your homework to Avenue to Learn before 11:59 PM on Fri 11 Oct.
Week 4
- don’t forget to remove the
raise NotImplementedError()
from your homework notebook before submitting!
- more details on homework submission:
- download the homework template from here
- if you’re working on syzygy, click the “Upload” button (upper right hand of screen) to copy the file from your computer to the syzygy server
- fill in your solutions
- rename the file to
yourmacid_hw2.ipynb
(where “yourmacid” is your actual MacID, the same as the beginning of your McMaster email address)
- download the notebook as a
.ipynb
file:
![](data:image/png;base64,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)
- upload the file to Avenue to Learn: Avenue > Math 1MP3 > Assignments > HW2
- more on the
[*]
in syzygy:
- This means that something earlier in your session got stuck. There’s probably nothing wrong with your code. In order, try these solutions:
Kernel > Interrupt
Kernel > Restart
Kernel > Restart & Clear Output
![](data:image/png;base64,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)
- Next, try stopping and restarting your server: go to the Control Panel (see below), click the Red “Stop My Server” button, then click the blue “Start My Server” button.
- Some students have been stuck even after trying all of these. Waiting a while and then logging back in might help. Do please e-mail and let me know which (if any) of these works!
- The bottom line, though, is that (1) it’s not your fault if stuff gets stuck and (2) if you can run your code somewhere else (with Anaconda/jupyter notebooks on your own computer, in Python Tutor, on Repl.it, etc.) it should be fine.
Week 3
- QUIZZES ARE POSTPONED UNTIL NEXT WEEK due to technical difficulties.
- Homework #2 is now posted here. It is a self-contained Jupyter notebook that includes all of the instructions. Please read these and submit your homework to Avenue to Learn before 11:59 PM on Weds 2 Oct.
- there will be quizzes in your lab sessions next week. These will be CodeLab questions covering the material in weeks 1 and 2 (i.e., everything in the notes for these two weeks - not including functions or any material after that). The quizzes will start 10 minutes after the beginning of the class period; you’ll have 15 minutes (and 5 tries per question) to answer.
Week 2
- Dr. Bolker’s office hours (HH 314): Tues 1:30-2:20 AM, Thurs 10:30-11:20 AM. (this week only, 12 Sep, Thurs office hours will be 11:45-12:20 instead).
- Dr. Pang’s office hours (HH 414): 3:30 - 4:30pm Weds, 12-1pm Fri
Week 1
- We’ve set up a Facebook forum for the class at: https://www.facebook.com/groups/406619356725041/ . This forum is available for any course-related questions. Questions about homework are OK, but no spoilers please! Please be polite.
- Student Accessibility Services is looking for a note taker for section C01 (Dr Bolker’s section). This is a volunteer position. You can get a letter of reference from SAS saying you’ve done it. It does help motivate you to come to class and take good notes! And you’ll be helping someone. If you’re interested, please go to https://sas.mcmaster.ca/volunteer-notetaking/ for registration and program instructions, or write to
sasnotes@mcmaster.ca
for more information.
Week 0
- You should figure out how to start Python (online or on your computer: instructions here) and register for CodeLab (instructions here) as soon as possible.
- Read the course outline.
- Tutorials will start on Mon 9 September.
- Classes will be held in TSH B105
- the first class for section C01 is Tues 3 Sep 4:30
- the first class for section C02 is Weds 4 Sep 2:30
- Information on HW#1: this can be found on CodeLab, in the table of contents under “Python3 Topics > Assignment #1”. It is due before 23:59 on Monday September 16. Please be sure to submit your solutions to these 16 questions before then. You can get practice with similar questions in the relevant CodeLab subsections (Arithmetic; Strings (I) and (II); Conditions and Branches). All the material you need for these questions is in the Week-1 notes, and will be covered by the end of class next Monday (Sep 9).