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
- Taught multiple full-day Python 3 Essential Training professional classes.
DataMage x NTUC Learning Hub
- Teaching assistant for multiple full-day Python Training professional classes.
Google Code in the Community
- Taught 3x 10-week sessions to bring free coding classes to underprivileged students. Featured on Vulcan Post (30 Oct 2018).