👋 Hello, I'm Kenneth Leung
- Thanks for popping by! I'm a data scientist and a double-licensed pharmacist with side interests in technical writing and 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 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
- Computer Vision
- Data Extraction and Web Scraping
- Data Science Certification Guides
- Data Science Tools
- Healthcare and Data Science
- Machine Learning
- Natural Language Processing
- Sports Analytics
- Visualization
- Web Development
- Writing for DataCamp
- Writing Tips
Computer Vision 👁️🗨️
| Title | Article | Repo |
|---|---|---|
| Classifying Images of Alcoholic Beverages with fast.ai v2 | ||
| Russian Car Plate Detection with OpenCV and TesseractOCR | ||
| Evaluate OCR Output Quality with Character Error Rate (CER) and Word Error Rate (WER) | ||
| Top Python libraries for Image Augmentation in Computer Vision | ||
| PyTorch Ignite Tutorial - Classifying Tiny ImageNet with EfficientNet |
Data Extraction and Web Scraping 🧰
| Title | Article | Repo |
|---|---|---|
| Using OneMap API to extract Singapore postal codes, coordinates and travel distance | - | |
| A Detailed Web Scraping Walkthrough Using Python and Selenium |
Data Science Certification Guides 👨🎓
| Title | Article | Repo |
|---|---|---|
| 3 Steps to Get AWS Cloud Practitioner Certified in 2 Weeks | ||
| 3 Steps to Get Tableau Desktop Certified in 2 Weeks | - |
Data Science Tools 🛠️
| Title | Article | Repo |
|---|---|---|
| Common Python codes for Data Wrangling | - | |
| Enhance your Python code’s readability with pycodestyle | - | |
| Free Resources for Generating Realistic Fake Data | - | |
| Most Starred & Forked GitHub Repos for Data Science and Python | - | |
| Automatically Generate Machine Learning Code with Just a Few Clicks | - |
Healthcare and Data Science 💊
| Title | Article | Repo |
|---|---|---|
| Exploring Illegal Drugs in Singapore — A Data Perspective | ||
| Pharmacokinetic Modelling of Drug Concentration Trajectories with Ordinary Differential Equations (ODE) and Differential Evolution | - | |
| Network Analysis and Visualization of Drug-Drug Interactions | ||
| Healthcare’s AI Future — In Conversation with Andrew Ng and Fei-Fei Li | - |
Machine Learning 🎰
| Title | Article | Repo |
|---|---|---|
| Exploring Condominium Rental Prices with Web Scraping and Exploratory Data Analysis | ||
| Using Ensemble Regressors to Predict Condominium Rental Prices | ||
| The Dying ReLU Problem, Clearly Explained | - | |
| Key Learning Points from MLOps Specialization — Course 1 | ||
| Key Learning Points from MLOps Specialization — Course 2 | ||
| Why Bootstrapping Actually Works | - | |
| Assumptions of Logistic Regression, Clearly Explained | ||
| Data-Centric AI Competition - Tips and Tricks of a Top 5% Finish |
Natural Language Processing 📑
| Title | Article | Repo |
|---|---|---|
| COVID-19 Vaccine — What’s the Public Sentiment? |
Sports Analytics ⚽
| Title | Article | Repo |
|---|---|---|
| Analyzing English Premier League VAR Football Decisions | ||
| Combining Python and R for FIFA Football World Ranking Analysis |
Visualization 💹
| Title | Article | Repo |
|---|---|---|
| Uniform Singapore Energy Price and Demand Forecast Dashboard (with Plotly Dash) | - | |
| Visualizing Fortune 500 Companies in a Bar Chart Race | ||
| How to Easily Draw Neural Network Architecture Diagrams | ||
| How to Deploy Interactive Pyvis Network Graphs on Streamlit |
Web Development 🖥️
| Title | Article | Repo |
|---|---|---|
| Post COVID-19 Vaccination Wait-Time Tracker (with Python Flask) |
Writing for DataCamp ✍️
| Title | Article | Repo |
|---|---|---|
| What Mature Data Infrastructure Looks Like | - | |
| Democratizing Data in Government Agencies | - | |
| A Survey Into Data Governance Tools | - | |
| Scaling Data Science With Data Governance | - | |
| 3 Reasons Why All Teams Should Learn SQL | - | |
| 3 Reasons Why All Teams Should Learn R | - | |
| How Tableau Helps Your Organization Achieve Greater Data Insights | - | |
| How PowerBI Helps Your Organization Achieve Greater Data Insights | - |
Writing Tips 📜
| Title | Article | Repo |
|---|---|---|
| Create a Clickable Table of Contents for Your Medium Posts | - |