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kennethleungty/README.md

👋 Hello, I'm Kenneth Leung

  • Thanks for popping by! I'm a data scientist and a licensed pharmacist with a keen side interest in technical writing and web development
  • An avid learner and driven doer with a bias towards action, I enjoy 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

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

Drugs and Data 💊

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 🔗 🔗

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 Coming Soon 🔗
Why Bootstrapping Actually Works 🔗 -

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 🔗 -

Popular repositories

  1. Notes compiled based on AWS E-Learning lessons and transcripts

    217 75

  2. Notes for Machine Learning Engineering for Production (MLOps) Specialization course by DeepLearning.AI & Andrew Ng

    31 3

  3. Diagrams for visualizing neural network architecture (Created with diagrams.net)

    31 12

  4. Russian Car License Plate Detection with OpenCV and TesseractOCR in Python

    Jupyter Notebook 8 5

  5. Network analysis and visualization of drug-drug interactions with NetworkX and Pyvis

    Jupyter Notebook 7 2

  6. Analyzing FIFA World Football Rankings with Python and R

    Jupyter Notebook 6 1

544 contributions in the last year

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