/kennethleungty

Kenneth's Data Science Portfolio

πŸ‘‹ Hello, I'm Kenneth Leung

  • Thanks for popping by to my GitHub portfolio! I'm a data scientist and a double-licensed pharmacist with side interests in technical writing and full-stack web development
  • An avid learner and driven doer with a bias towards action, I enjoy learning, seeking, and solving meaningful problems with the use of technology and data.
  • I welcome you to join me on a data/tech learning journey! Feel free to give me a follow on Medium (https://kennethleungty.medium.com) or on LinkedIn (https://linkedin.com/in/kennethleungty)

How to reach me

 

Portfolio Contents

  1. Computer Vision
  2. Data Extraction and Web Scraping
  3. Data Science Certification Guides
  4. Data Science Tools
  5. Healthcare and Data Science
  6. Machine Learning
  7. Natural Language Processing
  8. Sports Analytics
  9. Visualization
  10. Web Development
  11. Writing for DataCamp
  12. Writing Tips

Computer Vision πŸ‘οΈβ€πŸ—¨οΈ

Title Article Repo
Classifying Images of Alcoholic Beverages with fast.ai v2 πŸ”— πŸ”—
Russian Car Plate Detection with OpenCV and TesseractOCR πŸ”— πŸ”—
Evaluate OCR Output Quality with Character Error Rate (CER) and Word Error Rate (WER) πŸ”— πŸ”—
Top Python libraries for Image Augmentation in Computer Vision πŸ”— πŸ”—
PyTorch Ignite Tutorial - Classifying Tiny ImageNet with EfficientNet πŸ”— πŸ”—

Data Extraction and Web Scraping 🧰

Title Article Repo
Using OneMap API to extract Singapore postal codes, coordinates and travel distance - πŸ”—
A Detailed Web Scraping Walkthrough Using Python and Selenium πŸ”— πŸ”—

Data Science Certification Guides πŸ‘¨β€πŸŽ“

Title Article Repo
3 Steps to Get AWS Cloud Practitioner Certified in 2 Weeks πŸ”— πŸ”—
3 Steps to Get Tableau Desktop Certified in 2 Weeks πŸ”— -

Data Science Tools πŸ› οΈ

Title Article Repo
Common Python codes for Data Wrangling - πŸ”—
Enhance your Python code’s readability with pycodestyle πŸ”— -
Free Resources for Generating Realistic Fake Data πŸ”— -
Most Starred and Forked GitHub Repos for Data Science and Python πŸ”— -
Most Starred and Forked GitHub Repos for Data Science and R πŸ”— -
Automatically Generate Machine Learning Code with Just a Few Clicks πŸ”— -
Read and Modify Image Metadata with Python πŸ”— πŸ”—

Healthcare and Data Science πŸ’Š

Title Article Repo
Exploring Illegal Drugs in Singapore β€” A Data Perspective πŸ”— πŸ”—
Pharmacokinetic Modelling of Drug Concentration Trajectories with Ordinary Differential Equations (ODE) and Differential Evolution - πŸ”—
Network Analysis and Visualization of Drug-Drug Interactions πŸ”— πŸ”—
Healthcare’s AI Future β€” In Conversation with Andrew Ng and Fei-Fei Li πŸ”— -

Machine Learning 🎰

Title Article Repo
Exploring Condominium Rental Prices with Web Scraping and Exploratory Data Analysis πŸ”— πŸ”—
Using Ensemble Regressors to Predict Condominium Rental Prices πŸ”— πŸ”—
The Dying ReLU Problem, Clearly Explained πŸ”— -
Key Learning Points from MLOps Specializationβ€Šβ€”β€ŠCourse 1 πŸ”— πŸ”—
Key Learning Points from MLOps Specializationβ€Šβ€”β€ŠCourse 2 πŸ”— πŸ”—
Why Bootstrapping Actually Works πŸ”— -
Assumptions of Logistic Regression, Clearly Explained πŸ”— πŸ”—
Data-Centric AI Competition - Tips and Tricks of a Top 5% Finish πŸ”— πŸ”—

Natural Language Processing πŸ“‘

Title Article Repo
COVID-19 Vaccine β€” What’s the Public Sentiment? πŸ”— πŸ”—

Sports Analytics ⚽

Title Article Repo
Analyzing English Premier League VAR Football Decisions πŸ”— πŸ”—
Combining Python and R for FIFA Football World Ranking Analysis πŸ”— πŸ”—

Visualization πŸ’Ή

Title Article Repo
Uniform Singapore Energy Price and Demand Forecast Dashboard (with Plotly Dash) - πŸ”—
Visualizing Fortune 500 Companies in a Bar Chart Race πŸ”— πŸ”—
How to Easily Draw Neural Network Architecture Diagrams πŸ”— πŸ”—
How to Deploy Interactive Pyvis Network Graphs on Streamlit πŸ”— πŸ”—

Web Development πŸ–₯️

Title Article Repo
Post COVID-19 Vaccination Wait-Time Tracker (with Python Flask) πŸ”— πŸ”—

Writing for DataCamp ✍️

Title Article Repo
What Mature Data Infrastructure Looks Like πŸ”— -
Democratizing Data in Government Agencies πŸ”— -
A Survey Into Data Governance Tools πŸ”— -
Scaling Data Science With Data Governance πŸ”— -
3 Reasons Why All Teams Should Learn SQL πŸ”— -
3 Reasons Why All Teams Should Learn R πŸ”— -
How Tableau Helps Your Organization Achieve Greater Data Insights πŸ”— -
How PowerBI Helps Your Organization Achieve Greater Data Insights πŸ”— -

Writing Tips πŸ“œ

Title Article Repo
Create a Clickable Table of Contents for Your Medium Posts πŸ”— -