Thanks for popping by! I'm a multi-faceted professional with a passion for software development, digital marketing, SEO consulting, and data science. I currently co-own an online workspace for freelancers and run Tasknify.com, where I demystify web development with Python. With a background in Computer Engineering, I have found my true calling in the tech industry and am dedicated to continuous learning and skill exploration.
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An avid learner and driven doer with a bias towards action, I enjoy seeking and solving meaningful problems with tech and data.
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I welcome you to join me on a learning journey! Follow me on GitHub, Medium and LinkedIn for a good dose of practical educational data science content.
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You can find my data science portfolio below, where every project and article was born out of inspiration, curiosity, and motivation. Feel free to reach out for a chat on topics common to both of us!
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👨🔧 Currently working on an Artificial Nueral Network Model for [Oil Production Prediction] (https://github.com/splenwilz/Predicting-Oil-Production-in-Field-X-in-the-Niger-Delta-using-Artificial-Neural-Network). If you're keen to join me in contributing, let's connect!
- Computer Vision
- Database Management
- Data Extraction and Web Scraping
- Data Science Certification Guides
- Data Science Toolkit
- Data Science in the Real World
- Insights from Data Science Seminars
- Machine Learning
- MLOps
- Natural Language Processing
- Networks and Graphs
- Sports Analytics
- Visualization
- Web Development
- Web3 and Metaverse
- Writing for DataCamp
- Writing Tips
Projects with ⭐ are my personal favourites, so do check them out!
| 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 | 🔗 | 🔗 |
| Practical Guide to Transfer Learning in TensorFlow for Multiclass Image Classification | 🔗 | 🔗 |
| Title | Article | Repo |
|---|---|---|
| ⭐ Definitive Guide to Creating a SQL Database on Cloud with AWS and Python | 🔗 | 🔗 |
| PyMySQL - Connecting Python and SQL for Data Science | 🔗 | 🔗 |
| Title | Article | Repo |
|---|---|---|
| Using OneMap API to extract Singapore postal codes, coordinates and travel distance | - | 🔗 |
| A Detailed Web Scraping Walkthrough Using Python and Selenium | 🔗 | 🔗 |
| Title | Article | Repo |
|---|---|---|
| 3 Steps to Get AWS Cloud Practitioner Certified in 2 Weeks | 🔗 | 🔗 |
| 3 Steps to Get Tableau Desktop Certified in 2 Weeks | 🔗 | - |
| ⭐ No-Frills Guide to Passing the AWS Certified Machine Learning Specialty Exam | 🔗 | - |
| 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 and Forked GitHub Repos for Data Science and Python | 🔗 | - |
| Most Starred and Forked GitHub Repos for Data Science and R | 🔗 | - |
| Automatically Generate Machine Learning Code with Just a Few Clicks | 🔗 | - |
| Read and Modify Image Metadata with Python | 🔗 | 🔗 |
| Top Tips to Google Search Like a Seasoned Data Scientist | 🔗 | - |
| How to Swap Day and Month of Incorrectly Formatted Excel Dates | 🔗 | - |
| Title | Article | Repo |
|---|---|---|
| Exploring Illegal Drugs in Singapore — A Data Perspective | 🔗 | 🔗 |
| Pharmacokinetic Modeling of Drug Concentration Trajectories using Ordinary Differential Equations (ODE) and Global Optimization with Differential Evolution | - | 🔗 |
| Healthcare’s AI Future — In Conversation with Andrew Ng and Fei-Fei Li | 🔗 | - |
| Real-World Data Science Use Cases in the Insurance Industry | 🔗 | - |
| ⭐ Failed-ML: Compilation of high-profile real-world examples of failed machine learning projects | - | 🔗 |
| Title | Article | Repo |
|---|---|---|
| Bridging AI’s Proof-of-Concept to Production Gap — Insights from Andrew Ng | 🔗 | - |
| 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 | 🔗 | - |
| Why Bootstrapping Actually Works | 🔗 | - |
| ⭐ Assumptions of Logistic Regression, Clearly Explained | 🔗 | 🔗 |
| Data-Centric AI Competition - Tips and Tricks of a Top 5% Finish | 🔗 | 🔗 |
| Credit Card Fraud Detection with AutoXGB | 🔗 | 🔗 |
| ⭐ Micro, Macro & Weighted Averages of F1 Score, Clearly Explained | 🔗 | - |
| Principal Component Regression - Clearly Explained and Implemented | 🔗 | 🔗 |
| ⭐ Feature Selection with Simulated Annealing in Python, Clearly Explained | 🔗 | 🔗 |
| Quick Primer on Types of Missing Data and Imputation Techniques | 🔗 | - |
| Imputation of Missing Data in Tables with DataWig | 🔗 | 🔗 |
| Title | Article | Repo |
|---|---|---|
| Key Learning Points from MLOps Specialization — Course 1/4 | 🔗 | 🔗 |
| Key Learning Points from MLOps Specialization — Course 2/4 | 🔗 | 🔗 |
| Key Learning Points from MLOps Specialization — Course 3/4 | 🔗 | 🔗 |
| Key Learning Points from MLOps Specialization — Course 4/4 | 🔗 | 🔗 |
| ⭐ End-to-End AutoML Pipeline with H2O AutoML, MLflow, FastAPI, and Streamlit for Insurance Cross-Sell | 🔗 | 🔗 |
| ⭐ How to Dockerize Machine Learning Applications Built with H2O, MLflow, FastAPI, and Streamlit | 🔗 | 🔗 |
| ⭐ Building and Managing an Isolation Forest Anomaly Detection Pipeline with Kedro | 🔗 | 🔗 |
| Title | Article | Repo |
|---|---|---|
| COVID-19 Vaccine — What’s the Public Sentiment? | 🔗 | 🔗 |
| Title | Article | Repo |
|---|---|---|
| ⭐ Network Analysis and Visualization of Drug-Drug Interactions | 🔗 | 🔗 |
| How to Deploy Interactive Pyvis Network Graphs on Streamlit | 🔗 | 🔗 |
| A No-Code Approach to Building Knowledge Graphs | 🔗 | 🔗 |
| Title | Article | Repo |
|---|---|---|
| ⭐ Analyzing English Premier League VAR Football Decisions | 🔗 | 🔗 |
| Combining Python and R for FIFA Football World Ranking Analysis | 🔗 | 🔗 |
| 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 | 🔗 | 🔗 |
| Title | Article | Repo |
|---|---|---|
| ⭐ Post COVID-19 Vaccination Wait-Time Tracker (with Python Flask) | 🔗 | 🔗 |
| From HTTP to HTTPS — Easily Secure Flask Web Apps With Talisman | 🔗 | - |
| ⭐ Food King Directory (in collaboration with Night Owl Cinematics) | 🔗 | 🔗 |
| Title | Article | Repo |
|---|---|---|
| The Web3 / Metaverse Glossary — A Keyword Guide to the Tech Future | 🔗 | - |
| 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 | 🔗 | - |
| Title | Article | Repo |
|---|---|---|
| Create a Clickable Table of Contents for Your Medium Posts | 🔗 | - |