resources

Classes, workshops and courses.

Classes

CS3244 Machine Learning

  • Teaching Assistant, AY21/22 Semester 1
  • Conducted weekly tutorials for class of 25 on machine learning concepts.

CS2030 Programming Methodology II

  • Teaching Assistant, AY19/20 Semester 2
  • Conducted weekly labs for class of 25 on object-oriented and functional programming in Java.

Workshops

NUS Statistics Society: Machine Learning from Scratch

  • Presenters: Jet New, Zheng Peng, Michael Yang
  • Date: 14 Aug 2020
  • Topics: Regression, classification, gradient descent, loss function, Python code walkthrough
  • Materials: Slides, Code

NUS Statistics Society: SQL for Data Science 101

  • Presenters: Agatha Tjandra, Michael Yang, Michael Ng, Jet New
  • Date: 3 Sep 2020
  • Topics: SQL Basics, Intro to pgAdmin, SQL Aggregation
  • Materials: Video, Set-up, Slides, SQL file

NUS Statistics Society: SQL for Data Science 102

  • Presenters: Agatha Tjandra, Michael Yang, Michael Ng, Jet New
  • Date: 4 Sep 2020
  • Topics: Joins, Unions
  • Materials: Video, Set-up, Slides, SQL file

NUS Statistics Society: Applied Machine Learning with Face Mask Detection

  • Presenters: Georgie Lee, Rama Venkatesh, Jet New
  • Date: 17 Sep 2020
  • Topics: Data collection, pre-processing and image augmentation, transfer learning and model building using Keras, model limitations and ethics, systems-level project overview and model integration in the Face Mask Detector
  • Materials: Video, Slides, Code

NUS Statistics Society: All About PCA - Theory, Algorithm, Applications

  • Presenters: Zheng Peng, Ang Yi Zhe, Ang Ming Liang, Jet New
  • Date: 15 Oct 2020
  • Topics: Basic statistics and linear algebra, Principle Component Analysis, applications of PCA in machine learning, biology and finance.
  • Materials: Video, Slides

NUS Statistics Society: Data Science Competition - Applied Computer Vision

  • Presenters: Rama Venkatesh, Agatha Tjandra, Georgie Lee, Ang Yi Zhe, Jet New
  • Date: 16 Jan 2021
  • Topics: Classical computer vision, openCV API, convolutional neural networks, transfer learning of deep image models and resources
  • Materials: Video, Slides

NUS Statistics Society: Effective Data Storytelling

  • Presenters: Michael Yang, Zheng Peng, Ang Ming Liang, Michael Ng, Ethan Heng, Jet New
  • Date: 27 Jan 2021
  • Topics: 6 Gestalt principles for data visualization, bad vs good examples, examples in psychology, practical tips on data storytelling, and introduction to JASP
  • Materials: Video, Slides, Tips

Google Developer Student Club: Intro to Data Analytics with Python

  • Presenters: Jet New, Chua Jing Yang, Michael Yang, Ang Yi Zhe
  • Date: 31 Jan 2020
  • Topics: Programming in Python, setting up Anaconda and Jupyter and utilizing third-party libraries.
  • Materials: Code & Slides

Google Developer Student Club: Data Collection and Web Scraping

  • Presenters: Jet New, Chua Jing Yang, Michael Yang, Ang Yi Zhe
  • Date: 14 Feb 2020
  • Topics: Reading and writing data, web scraping with BeautifulSoup and Requests and web APIs for data collection (e.g. Reddit, Twitter).
  • Materials: Video, Code & Slides

Google Developer Student Club: Data Visualization and Pre-processing

  • Presenters: Jet New, Chua Jing Yang, Michael Yang, Ang Yi Zhe
  • Date: 21 Feb 2020
  • Topics: Matplotlib, Pandas DataFrame and data pre-processing.
  • Materials: Video, Code & Slides

Google Developer Student Club: Data Analytics Workshop 4 - Machine Learning

  • Presenters: Jet New, Chua Jing Yang, Michael Yang, Ang Yi Zhe
  • Date: 13 Mar 2020
  • Topics: Algorithms - regression, classification and clustering, and model selection - train-validation-test split, shuffling and metrics.
  • Materials: Video, Code & Slides

Courses

Tertiary Courses Singapore

DataMage x NTUC Learning Hub

  • Teaching assistant for multiple full-day Python Training professional classes.

Google Code in the Community