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JGS594 Lecture 01

JGS594 Lecture 01

Software Engineering for Machine Learning
Course Presentation
(202201)

Javier Gonzalez-Sanchez
PRO

January 13, 2022
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  1. jgs
    SER 594
    Software Engineering for
    Machine Learning
    Lecture 01: Course Presentation
    Dr. Javier Gonzalez-Sanchez
    [email protected]
    javiergs.engineering.asu.edu | javiergs.com
    PERALTA 230U
    Office Hours: By appointment

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  2. jgs
    About Us

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  3. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 3
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    Instructor
    Dr. Gonzalez
    [email protected]

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  4. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 4
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    Rule 1
    Always use your ASU email
    @asu.edu
    To communicate with
    the TA and the Instructor

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  5. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 5
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    Example
    From: John [email protected]
    Subject: question
    Could you tell me what is the
    homework for this week and my grade
    in the quiz?

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  6. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 6
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    Rule 2
    Use SER 594 as a prefix in
    your subject

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  7. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 7
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    Instructor
    Dr. Gonzalez
    [email protected]
    www.javiergs.com

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  8. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 8
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    Teaching
    Undergrad
    Level
    Graduate
    Level
    [email protected]
    CSE 110
    CSE 205
    CSE 240
    CSE 340
    CSE 360
    CSE 460
    SER 200
    SER 332
    SER 431
    CSE 563
    CSE 564
    CSE 594
    SER 516
    SER 517
    SER 518
    SER 594

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  9. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 9
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    [email protected]
    • Programming
    & Languages
    • Software
    Engineering
    • Human-Computer
    Interaction and
    Computer Graphics
    • Machine Learning
    Teaching
    Undergrad
    Level
    Graduate
    Level

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  10. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 10
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    Teaching Assistant
    § Graduate TA
    Soundarya Kanagaraj
    [email protected]
    Allow us 24 – 48 hours to reply
    Business days, i.e., no weekends or holydays
    Any question about grades (or appeals),
    contact the TA first.
    He grades your assignments!

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  11. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 11
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    Office Hours
    § By Appointment
    § By Zoom Only
    § Contact the instructor or the TA, make an appointment, then he will share
    with you a Zoom link for the meeting.

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  12. jgs
    Spring 2022

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  13. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 13
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    On Campus + ASU Sync (Poly)
    Arizona State University returns to
    on-campus instruction since Fall 2021
    https://eoss.asu.edu/health/announcements/coronavirus

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  14. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 14
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    On Campus
    § This is an on-campus course (room AGBC)
    The lecture is Tue/Thu 12:00 AM AZ time
    Exams are proctored during a lecture session (12:00 AM AZ time)
    § Some lectures could be recorded; but recording is not to be
    made public. Recordings may be used to accommodate students.
    § If you required accommodation, you must contact DRC/SEILS,
    ISSC, Health Services, and/or your academic unit.

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  15. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 15
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    Academic Affairs Manual (ACD)

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    About SER 594

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  17. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 17
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    Prerequisite
    § You should be proficient with CSE 360 (Software Engineering)
    § My CSE 110 Lectures are available in case you need to refresh your
    knowledge on the topics covered there
    www.javiergs.com/teaching/cse360/

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  18. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 18
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    SER594 – Software Engineering for
    Machine Learning
    Definition

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  19. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 19
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    SER594 – Software Engineering for
    Machine Learning
    Definition
    frameworks and tools for developing and incorporating
    machine- learning components into software systems;
    application, adaptation, and extension of software
    engineering practices to develop machine-learning-
    enabled systems.

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  20. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 20
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    Agenda
    Main Topics
    1 Data, data processing, data cleaning, and sampling
    2 Fundamentals on supervised and unsupervised learning
    3 Neural networks
    4 Datasets and Repositories
    5 Machine Learning Libraries
    6 Assembling applications
    7 Comparing Libraries
    8 Final Review and Project

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  21. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 21
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    Grading
    100%
    A
    95
    A-
    90
    B+
    85
    B
    80
    B-
    75
    C+
    70
    C
    65
    D
    60
    Midterm Exam 25%
    25%
    Final Exam
    (Comprehensive)
    25%
    Quizzes
    (and attendance)
    25%
    Assignments

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  22. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 22
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    Rule 3
    § Assignments and projects can never be made up and can
    never be turned in late.
    § Quizzes and Exams. There are no make-ups for missed
    quizzes or exams.
    § The only Exceptions:
    These listed in ASU policies, including Accommodation for
    Religious Practices, Missed Classes Due to University-
    Sanctioned Activities, etc.

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  23. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 23
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    Assignments
    § You will usually have a week or two to work
    § That does NOT mean that you need a week or two to complete the
    assignment (you do NOT need the full 10 or 20 hours)
    § There are NO extension. Do NOT procrastinate.
    § You will usually have a week or two to work, so you can
    accommodate your time. Up to you working night, day or weekends.
    However, neither TA nor instructor are available 24/7

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  24. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 24
    jgs
    Assignments
    § You will usually have a week or two to work
    § That does NOT mean that you need a week or two to complete the
    assignment (you do NOT need the full 10 or 20 hours)
    § There are NO extension. Do NOT procrastinate.
    § You will usually have a week or two to work, so you can
    accommodate your time. Up to you working night, day or weekends.
    However, neither TA nor instructor are available 24/7
    Allow us 24 – 48 hours to reply
    Business days, i.e., no weekends or holydays

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  25. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 25
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    Quizzes
    § You will usually have approximately 30 minutes (average)
    § Some are on Canvas (at home)
    § Some are during a lecture time – unannounced
    § There are no make-ups for missed quizzes or exams.

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  26. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 26
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    Example
    From: John [email protected]
    Subject: question
    I am not going to attend today
    lecture. Are we going to do something
    important?

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  27. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 27
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    Example
    From: John [email protected]
    Subject: question
    I am not going to attend today
    lecture. Are we going to do something
    important?
    There are no make-ups for missed quizzes or
    exams.
    The only Exceptions are
    these listed in ASU policies

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  28. jgs
    Important

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  29. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 29
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    Ask For Help
    § ASU provides tutoring, career, health and wellness, financial resources,
    DRC/SAILS, etc.
    § Check this link http://engineering.asu.edu/resources/
    § Ask for help when and if you need it.

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  30. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 30
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    Do NOT be a Grade Grubber
    § Grading is done applying the same policies to all students as described
    in the syllabus.
    § It is unethical to bring to your instructor's attention the possible impact of
    your course grade on your future plans, including graduation, scholarships,
    jobs, etc.
    Do not send requests to your instructor asking for a grade that you did not
    earn with your work.

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  31. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 31
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    Example
    From: John [email protected]
    Subject: Grade Appeal
    I am very close to a B+ and I need a
    B+ to keep my scholarship.
    You will be responsible if I cannot
    continue my career at ASU

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  32. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 32
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    Rule 4
    § Remember:
    Do not send requests to your instructor asking for a grade that you did not
    earn with your work.

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  33. jgs
    Questions

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  34. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 34
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    Questions

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  35. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 35
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    Homework
    Read the Syllabus
    Complete Quiz 01 – it is due before our next lecture

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  36. jgs
    CSE 205 Object-Oriented Programming and Data Structures
    Javier Gonzalez-Sanchez, Ph.D.
    [email protected]
    Spring 2022
    Copyright. These slides can only be used as study material for the class CSE205 at Arizona State University.
    They cannot be distributed or used for another purpose.

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