Notices

  • Exam marks

    Posted by Gustavo Batista Friday 23 August 2024, 09:43:59 PM.

    Dear COMP9418 students,

    We have released the exam marks, and they should appear in give in the next 24 hours.

    Here is the exam marks histogram. The maximum exam mark is 99.

       45.90 |1       | 
       51.80 |1       | 
       57.70 |1       | 
       63.60 |1       | 
       69.50 |5       | ****
       75.40 |6       | *****
       81.30 |6       | *****
       87.20 |7       | ******
       93.10 |3       | **
       99.00 |3       | **
    -------- |------- | -------
          N= |34     
    

    I will take the opportunity also to show the histogram to other assessment items, starting with the quizzes:

       34.75 |1       | 
       42.00 |1       | 
       49.25 |1       | 
       56.50 |1       | 
       63.75 |5       | ****
       71.00 |2       | *
       78.25 |2       | *
       85.50 |6       | *****
       92.75 |10      | ********
      100.00 |6       | *****
    -------- |------- | -------
          N= |35     
    

    Now, the first assignment:

       38.50 |2       | *
       45.00 |0       | 
       51.50 |0       | 
       58.00 |0       | 
       64.50 |0       | 
       71.00 |1       | 
       77.50 |2       | *
       84.00 |7       | ******
       90.50 |12      | **********
       97.00 |11      | *********
    -------- |------- | -------
          N= |35   
    

    Finally, the second assignment:

        9.80 |1       | 
       19.60 |2       | *
       29.40 |0       | 
       39.20 |7       | ******
       49.00 |4       | ***
       58.80 |0       | 
       68.60 |3       | **
       78.40 |2       | *
       88.20 |6       | *****
       98.00 |10      | ********
    -------- |------- | -------
          N= |35     
    

    We also released the exam solution file. It is available on WebCMS and includes the test cases used for Q8 and Q9.

    Thank you very much for being a student of COMP9418! I want to thank Martin and Yunrui for their assistance during the course.

    Regards,

    Gustavo.

  • Exam: last 10 minutes

    Posted by Gustavo Batista Tuesday 20 August 2024, 08:48:05 PM.

    Dear students,

    If you are still working on the exam, please remember that we are in the last 10 minutes.

    Take your time to make a partial submission of your work.

    Regards,

    Gustavo.

  • Q4 errata

    Posted by Gustavo Batista Tuesday 20 August 2024, 12:04:52 PM.

    Dear students,

    There is a typo in the matrix K of P(E|C,D). See the details here: https://webcms3.cse.unsw.edu.au/COMP9418/24T2/resources/102294

    Regards,

    Gustavo.

  • Exam will be available at 9am

    Posted by Gustavo Batista Tuesday 20 August 2024, 07:28:16 AM.

    Dear students,

    The COMP9418 exam will be online at 9 AM.

    I will be answering questions online in the WebCMS forum and course email. Please allow some time for responses. I will take a few breaks during the exam.

    Please watch the WebCMS forum and your institutional email during the exam. Any updates to the exam description will be made via notices on WebCMS, which automatically sends an email to all students.

    You are allowed to make ten submissions of your work. The system is configured not to accept submissions after the deadline.

    Good luck to everyone!

    Regards,

    Gustavo.

  • Assignment 2 marks and feedback

    Posted by Gustavo Batista Monday 19 August 2024, 10:29:01 AM.

    Dear students,

    We released the marks for assignment 2. You can see them by assessing:

    https://cgi.cse.unsw.edu.au/~give/Student/sturec.php

    Let me know if you have any issues.

    Regards,

    Gustavo.

  • Final leaderboard results

    Posted by Gustavo Batista Wednesday 14 August 2024, 07:18:06 PM.

    Dear students,

    These are the results for the final leaderboard:

    Rank    zID        Average cost per day      Average time per day
    0       Optimal    41784.25                  64784.25
    1       3302669    64026.00                  1.05
    2       5504131    64458.95                  0.56
    3       5455287    64902.65                  0.02
    4       5311348    65024.25                  52.81
    5       5418948    65236.95                  2.53
    6       5405719    65326.05                  0.09
    7       5395923    65537.65                  4.78
    8       5408671    66751.35                  0.06
    9       5388080    67580.45                  3.49
    10      5258743    68261.75                  6.38
    11      5114117    68539.35                  32.58
    12      5359544    69661.10                  26.25
    13      5249859    71960.55                  2.08
    14      5414020    73448.20                  0.05
    15      5432091    77349.60                  0.03
    16      5310328    77649.45                  0.02
    17      5433953    79209.35                  2.77
    18      5416696    79631.20                  2.50
    19      5403725    80204.25                  0.11
    20      5471083    81675.60                  0.94
    21      3418073    82021.50                  170.76
    22      5502015    82777.90                  141.12
    23      5461770    251875.00                 178.53
    24      5476742    282158.70                 23.99
    25      5364816    294162.55                 0.04
    5432384    ModuleNotFoundError: No module named 'solution'
    

    Regards,

    Gustavo.

  • Consultation time this Friday with Martin

    Posted by Gustavo Batista Tuesday 13 August 2024, 02:40:35 PM.

    Consultation Time: Friday 16th August 10am

    Hello Everyone,

    I will be holding a consultation session next Friday 16th August at 10am.

    Please follow the link below:

    Join the meeting now

    Meeting ID: 456 209 431 307

    Passcode: HMSX8T

  • Third leaderboard results

    Posted by Gustavo Batista Friday 02 August 2024, 11:03:29 PM.

    Dear students,

    These are the results for the third leaderboard:

    zID        Average cost per day    Average time per day
    Optimal    41847.7    
    3302669    65105.9                 1.10950644
    5504131    65874.9                 0.5500494
    5408671    66848.8                 0.052147317
    5446846    67151.8                 3.003298569
    5388080    67416.2                 3.027555346
    5311348    67790.5                 4.50698843
    5114117    68493.4                 32.00836806
    5359544    69733.7                 21.95025613
    5403725    79679.2                 0.10019207
    Greedy     81600    
    5433953    80212.4                 2.701906943
    5416696    82302.1                 3.403052306
    3418073    85986.7                 67.87934904
    5249859    294834.4                1.862687564
    
    5405719    ModuleNotFoundError: No module named 'solution'    
    5416863    ModuleNotFoundError: No module named 'solution'    
    5543343    ModuleNotFoundError: No module named 'solution'
    

    For the solutions that resulted in an error message, I strongly advise not to submit a zip file with folders. If your solution.py is in some folder, your code will not run.

    The item 1 of the marking criteria will be assessed using the following piece of code:

         TOP = OPTIMAL+23000
         BOTTOM = 81600
         # linear interpolation between TOP and BOTTOM
         def mark(score):
           if score < TOP:
             return 50
           elif score <= BOTTOM:
             return score*(50/(TOP-BOTTOM))+(BOTTOM*(-50/(TOP-BOTTOM)))
           else:
             return 0

    Regards,

    Gustavo.

  • Third leaderboard

    Posted by Gustavo Batista Wednesday 31 July 2024, 01:04:33 PM.

    Dear students,

    If you are interested in a third leaderboard, please reply to William's message on the forum. If enough people are interested, the leaderboard will run on Friday at 6 pm.

    Regards,

    Gustavo.

  • Welcome to Week 10

    Posted by Gustavo Batista Monday 29 July 2024, 01:18:14 PM.

    Dear students,

    Welcome to Week 10.

    In this final week, you will find lectures about learning structure and parameters in graphical models. The tutorials are about belief propagation and sampling.

    Reminders:

    1. Assignment 2 is due this Sunday at 6 pm.
    2. Quiz 8 is due this Sunday at 6 pm.
    3. myExperience closes in 10 days. Your feedback is important to us.

    The results for the second leaderboard are the following:

    zID       Average cost per day    Average time per day    Warnings/errors
    Optimal   35578.2
    5504131   58564.3                 1.121068168    
    3302669   60800.4                 0.094274116    
    5114117   61824.4                 60.23170648    
    5359544   66166.6                 43.72389965    
    5405719   67867.9                 1.178658604             solution.py was not located in the root folder. Your code will not execute in the final submission
    5408671   75279.8                 0.099191499    
    Greedy    81600.0        
    5446846   81649.9                 8.937293506    
    5403725   85069.7                 0.203921294    
    5388080   85292.4                 0.677506256             solution.py:78: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise in a future error of pandas. Value 'on' has dtype incompatible with int64, please explicitly cast to a compatible dtype first.
    5311348   88205.5                 7.97585659    
    
    5249859   FileNotFoundError: [Errno 2] No such file or directory: 'data1.csv'        
    5416696   FileNotFoundError: [Errno 2] No such file or directory: 'data1.csv'        
    5418948   robot_sensor.py", line 14, in update     self.room = self.name_to_idx[data[0]] KeyError: '('
    

    Regards,

    Gustavo.

  • Exam

    Posted by Gustavo Batista Monday 22 July 2024, 01:42:02 PM.

    Dear students,

    UNSW has informed us that the COMP9418 exam will run on Tuesday, 20/08/2024 .

    The exam will last 12 hours, starting 20/08/2024 at 9:00 a.m. AEST and ending at 9:00 p.m. AEST. We will answer questions during the entire exam period. Any issues should be posted in the WebCMS forum (general matters) or emailed to cs9418@cse.unsw.edu.au (sensitive ones).

    The exam will be available in WebCMS, and it will be a Jupyter notebook. You must write all answers in the notebook and submit them by give (command line or WebCMS) before the deadline.

    The exam will have three parts:

    1. Multiple choice questions (20%).
    2. Questions that require a textual answer (50%).
    3. Programming questions in Python (30%).

    The exam will require around 3 hours. Therefore, you must reserve at least 3 hours to work on the exam that day. We will not require you to submit the answers in 3 hours. The only requirement is to submit your exam before the deadline (20/08/2024 at 21:00 AEST). No late submissions will be accepted. If you do not submit your exam on time, we will consider that you did not participate. You will need to apply for a supplementary exam.

    Some students may have another exam on the same day (morning or afternoon). In this case, you should reserve your free period for the COMP9418 exam.

    You will need a computer with the same libraries used in tutorials to solve the exam programming questions. You can use your computer, Google Colab or the UNSW CSE VLAB computers using software such as TigerVNC. The exam will be an open-book exam. Therefore, you can access papers, books, and course materials, including slides and solved tutorials. You cannot communicate (email, phone, message, talk, etc.) except with the COMP9418 staff via email or forum. Deliberate violation of exam conditions will be referred to Student Integrity as serious misconduct.

    Regards,

    Gustavo.

  • Welcome to Week 9

    Posted by Gustavo Batista Monday 22 July 2024, 01:31:43 PM.

    Dear students,

    The course material for this week can be found on WebCMS. This week's topic is approximate inference, and we cover Belief Propagation and Sampling. The tutorials will cover Gaussian Models, including Kalman Filters.

    The myExperience survey is open. Please take a moment to complete the survey form before 08/08. The feedback from previous students helped us significantly improve COMP9418, and we greatly appreciate your feedback. You can access the survey form using this link: The myExperience survey is now open.

    The results for the first leaderboard are the following:

    zID            Average cost per day    Average time per day    Warnings/errors
    3302669        65235.9                 0.0927    
    5114117        70985.8                 47.6520    
    5408671        71847.1                 0.0965    
    5504131        87908.6                 0.2962                  HiddenMarkovModel.py:126: RuntimeWarning: invalid value encountered in scalar divide
    5388080        88217.6                 0.6847    
                
    5359544        ModuleNotFoundError: No module named 'solution'    
    

    We will run a second leaderboard by the end of this week. This is to help you confirm that your model has no significant errors and works with the evaluation system. Please submit your answers by this Sunday (6 pm).

    Finally, remember to submit your answers for Quiz 7 before Sunday at 6 pm.

    Regards,

    Gustavo.

  • Welcome to Week 8

    Posted by Gustavo Batista Monday 15 July 2024, 03:31:13 PM.

    Dear students,

    UNSW has indicated that the COMP9418 exam will be on August 20th (Tuesday). The exam page on WebCMS has the exams for the last four years, with corresponding solutions. I will send a separate message regarding the 2024 exam.

    The assignment 2 description is out. We will run two evaluation tests on July 21st and 28th. To participate in these evaluations, submit your solution before 6 p.m. These evaluations help you test your code against hidden cases. Assignment 2 final submission is due on August 4th.

    Remember to submit your answers for Quiz 6 before Sunday at 6 pm.

    Regards,

    Gustavo.

  • Assignment 1 marks and feedback

    Posted by Gustavo Batista Thursday 11 July 2024, 07:51:37 PM.

    Dear students,

    We released the marks for assignment 1. You can see them by assessing:

    https://cgi.cse.unsw.edu.au/~give/Student/sturec.php

    Please look at the test cases available on WebCMS ( https://webcms3.cse.unsw.edu.au/COMP9418/24T2/reso... ). If you have any questions, please email or post them in the WebCMS forum.

    Regards,

    Gustavo.

  • Welcome to Week 7

    Posted by Gustavo Batista Monday 08 July 2024, 09:45:49 AM.

    Dear students,

    The course material for this week can be found on WebCMS. Remember to submit your answers to Quiz 5 before Sunday at 6 p.m.

    Assignment 2 description, data and sample source code are available on WebCMS. This assignment is due on Week 10, but we will run two leaderboards on Weeks 8 and 9 to test the submissions. More details are in the assignment description.

    Regards,

    Gustavo.

  • Welcome to Week 6

    Posted by Gustavo Batista Monday 01 July 2024, 01:28:37 PM.

    Dear students,

    Happy flexibility week!

    This week, we do not have lectures, tutorials, quizzes or consultation hours. You can use this time to catch up with the course content.

    Regards,

    Gustavo.

  • **IMPORTANT** Bug in test cases for Tasks 9 and 10

    Posted by Gustavo Batista Tuesday 25 June 2024, 11:56:39 PM.

    Dear students,

    I apologise, but I found a bug in my code that generated the test cases. The bug caused the TAN model's accuracy to be higher than the correct value.

    I have updated the assignment 1 changelog, and uploaded a new notebook with fixed test cases for these two tasks.

    Regards,

    Gustavo.

  • Welcome to Week 5

    Posted by Gustavo Batista Monday 24 June 2024, 02:15:39 PM.

    Dear students,

    I have finished updating the course page on WebCMS.

    We are approaching the assignment 1 due date this Sunday at 6 p.m. Some students have found some issues with the assignment description. I have made some changes to the notebook to fix these errors. Please check the changelog on the Assignment 1 page on WebCMS and download the latest version of the notebook.

    Remember to register your group for assignment 1 in WebCMS if you are working in groups. To do so, you can go to WebCMS, Groups Tab, and add your group.

    The fourth quiz is also due this Sunday at 6 p.m.

    Regards,

    Gustavo.

  • Welcome to Week 4

    Posted by Gustavo Batista Monday 17 June 2024, 12:25:50 PM.

    Dear students,

    You will find the course content for this week on WebCMS. Do not forget to submit your answers to this week's quiz (due Sunday at 6 pm).

    I uploaded a recording for the Week 2 Thursday lecture on ECHO360 and WebCMS. I re-recorded this lecture because the camera did not record the entire whiteboard. The problem is solved, and the Week 3 Thursday lecture is recorded correctly.

    Regards,

    Gustavo (on behalf of the COMP9418 team).

  • Welcome to Week 3

    Posted by Gustavo Batista Tuesday 11 June 2024, 10:51:00 AM.

    Dear students,

    Welcome to Week 3. This week, you will find on WebCMS:

    • Lecture videos
    • Slides and annotated slides
    • Week 3 Tutorial
    • Week 2 Tutorial answers
    • Quiz 2
    • Quiz 1 answers
    • Assignment 1

    Assignment 1 is available on WebCMS and is due 30th of June (Sunday) at 6:00 pm. You can work on this assignment individually or in a group of two students.

    I cancelled today's lecture because I am feeling sick. I will cover today's lecture content this Thursday. I will also discuss the assignment description and answer questions about it.

    Finally, I will re-record the content of last Thursday's lecture and post it on WebCMS and ECHO360. It should be online tomorrow if I feel better.

    Regards,

    Gustavo.

  • No lecture today

    Posted by Gustavo Batista Tuesday 11 June 2024, 08:24:00 AM.

    Dear students,

    I am sick (flu-like symptoms) and need to take the day off today.

    Next Thursday, we will cover the weekly review and solve some exercises.

    Regards,

    Gustavo.

  • Quiz 1 is due tomorrow (Sunday) at 6 pm

    Posted by Gustavo Batista Saturday 08 June 2024, 03:56:31 PM.

    Dear students,

    Our first quiz is due Sunday at 6 p.m. You can make multiple submissions, but only the last one will be marked.

    Also, as Monday is a holiday, you will receive our weekly email update on Tuesday before noon.

    Regards,

    Gustavo.

  • Thursday Lecture Video

    Posted by Gustavo Batista Monday 03 June 2024, 09:56:40 PM.

    Dear students,

    A new recording of the Thursday lecture is available on WebCMS and Echo360. On WebCMS, go to Lecture Videos, and you will find this lecture listed together with the Week 1 videos.

    Regards.

  • Welcome to Week 2

    Posted by Gustavo Batista Monday 03 June 2024, 12:24:01 PM.

    Dear students,

    We have finished uploading the course material for this week. You will find on WebCMS:

    • Lecture videos
    • Slides
    • Annotated slides
    • Week 2 Tutorial
    • Week 1 Tutorial answers
    • Quiz 1

    Starting this week, we have a weekly quiz. The quizzes are multiple-choice questions. Please submit your answers before Sunday at 6 pm. We will not accept late submissions for quizzes.

    You can find the quizzes under the menu Activities in WebCMS.

    The live lecture recordings are in Echo360. We have posted a link on WebCMS. On Thursday, I could not get the projectors to work with my iPad, so I used the whiteboard. I tested my equipment, and it seems the problem is solved. From now on, I should use an iPad to make notes.

    I will re-record Thursday's lecture and post it on WebCMS and Echo360. When it is available, I will email you.

    Regards,

    Gustavo.

  • Tuesday's tutorial

    Posted by Gustavo Batista Tuesday 28 May 2024, 08:07:40 PM.

    Dear students,

    Martin misunderstood my instructions and did not appear in today's tutorial. I will blame my Brazilian accent for this one!

    My sincere apologies. Please let me know if you can join another tutorial this week. Martin will deliver a tutorial tomorrow (Wed 4-6 pm) (preferred), and Yunrui will deliver the tutorials on Thursday and Friday (9-11 am).

    Send me a message if you cannot join any of these tutorials, and we will make an online tutorial, record and post it on WebCMS.

    Regards.

  • Welcome to COMP9418

    Posted by Gustavo Batista Monday 27 May 2024, 11:39:49 AM.

    Dear students,

    Welcome to COMP9418!

    COMP9418 will run in the format of flipped classrooms. In the lectures, we will review the previous week's content on Tuesdays and discuss one exam exercise in Thursday's classes.

    One exception is Week 1, as we need content to review. On Tuesday, I will present the course and explain the course logistics. Thursday, we will solve a textbook exercise together.

    You can find on WebCMS COMP9418 page (https://webcms3.cse.unsw.edu.au/COMP9418/24T2/) the following:

    • Lecture videos.
    • Lecture slides.
    • Tutorial theory and practice.
    • Sample exam.

    The material is online for all ten weeks so that you can study independently.

    The practical part of the tutorials is a Jupyter Notebook that runs on Google Colab.

    Starting Week 2, we will have weekly quizzes, and the quizzes and other assessments are due on Sundays at 6 pm. Also, beginning in Week 2, we will post the answers to the previous week's tutorial on Monday mornings.

    Therefore, check for new material on Mondays and submit your work before 6 pm on Sundays.

    I will explain the course on Tuesday and answer your questions about its organisation. Starting next week, Tuesday's classes will have a summary of the previous week's content + consultation. Thursday's lectures will discuss exam exercises.

    I hope you will enjoy the course!

    Regards,

    Gustavo (on behalf of the COMP9418 team).


Back to top

COMP9418 24T2 (Advanced Topics in Statistical Machine Learning) is powered by WebCMS3
CRICOS Provider No. 00098G