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HKUST BDT Assignments and Projects

Assignments and Projects I did in HKUST (whatever I could find in my laptop). I spend a lot of time on my assignments and projects, in order to deliver the highest quality. If you are a BDT student in HKUST, this repo could be helpful for you.

5001: Data Science Basics

  1. My assignment code
  2. My solution to the exam
  3. My course project

Apparently, after receiving near-perfect scores in my projects and exams, I received a C+ in this course. I tried to appeal but received zero explanations. Kindly see the materials yourself and evaluate whether I was worthy to get C+ in an entry-level data science course.

5002: Data Mining

The best organized class of this course. I am extremely thankful to Professor Chen for providing excellent lectures, notes and demanding assignments and exams.

  1. Assignment 1
  2. Assignment 2
  3. Assignment 3

5004: Maths

  1. Assignment 1
  2. Assignment 2

5007: Optimization

Definitely my favorite subject in this entire course. This class definitely helped me to understand many papers in my area.

  1. Assignment 1
  2. Assignment 2
  3. Assignment 3
  4. Assignment 4
  5. Assignment 5

5008: Social Computing

  1. Assignment 1
  2. Assignment 2

6000B: Deep Learning

Unfortunately, this was most disorganized class that I have ever taken. I hope future iterations of this course would take students' complaints into consideration. In retrospective, I should have opted for a different elective as I could have learned DL better by myself or through online classes.

  1. Project 1: Regression in Pytorch, topped the leaderboard
  2. Project 2: Transfer Learning, topped the leaderboard
  3. Project 3: ADMM, came up with more novel ideas to optimize long tensors.

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