Kenneth Leung

AWS-Certified-Cloud-Practitioner-Notes. Notes compiled based on AWS E-Learning lessons and transcripts

Neural-Network-Architecture-Diagrams. Diagrams for visualizing neural network architecture

Llama-2-Open-Source-LLM-CPU-Inference. Running Llama 2 and other Open-Source LLMs on CPU Inference Locally for Document Q&A

Failed-ML. Compilation of high-profile real-world examples of failed machine learning projects

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

Finance-LLMs. Comprehensive Compilation of Real-World LLM Implementation in Financial Services

Azure-AI-Engineer-Associate-Notes. Study Notes for Microsoft Azure AI Engineer Associate Examination (AI-102)

End-to-End-AutoML-Insurance. An End-to-End Implementation of AutoML with H2O, MLflow, FastAPI, and Streamlit for Insurance Cross-Sell

Generative-AI-Pharmacist. Generative AI Pharmacist (For Demo Purposes Only)

Pyvis-Network-Graph-Streamlit. Deploying Pyvis Interactive Network Graphs in Streamlit

Drug-Interactions-Network-Analysis-and-Visualization. Network analysis and visualization of drug-drug interactions with NetworkX and Pyvis

LangExtract-Gemma-Structured-Extraction. Using LangExtract and Gemma 3 for structured information extraction from unstructured text in insurance polices

Logistic-Regression-Assumptions. Assumptions of Logistic Regression, Clearly Explained

kennethleungty. Kenneth Leung's Tech and Data Science Portfolio

Wikipedia-Scraping-with-LLM-Agents. Scraping Wikipedia by combining LangChain's agents and tools with OpenAI's LLMs and function calling

Image-Metadata-Exif. Read and modify image metadata in Python with exif

OCR-Metrics-CER-WER. Sample implementation of OCR metrics (CER, WER) calculation with TesseractOCR and fastwer

Anomaly-Detection-Pipeline-Kedro. Anomaly Detection Pipeline with Isolation Forest model and Kedro framework

Data-Centric-AI-Competition. Codes for a Top 5% finish in the Data-Centric AI Competition organized by Andrew Ng and DeepLearning.AI

Text-to-SQL-with-KG-Neo4j-GraphRAG. Text-to-SQL with GraphRAG on Knowledge Graph Semantic Representation of SQL Databases

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

PyTorch-Ignite-Tiny-ImageNet-Classification. Tiny ImageNet Classification Exercise with PyTorch

Keyword-Analysis-with-KeyBERT-and-Taipy. Keyword Extraction and Analysis Pipeline & Application with KeyBERT and Taipy

FIFA-Football-World-Rankings. Analyzing FIFA World Football Rankings with Python and R

Text-to-Audio-with-Bark. Exploring Bark, the Open-Source Text-to-Audio Generative Model

Singapore-Condo-Rental-Market-Analysis. Singapore Condo Rental Prices - From Data Acquisition to Prediction

Fortune-Global-500-Bar-Chart-Race. Using Python and Flourish to visualize rank and revenue trends of the world’s largest companies

English-Premier-League-VAR-Analysis. Analyzing Video Assistant Referee (VAR) decisions in the English Premier League (2019 - 2021)

Credit-Card-Fraud-Detection-AutoXGB. Utilizing AutoXGB for Credit Card Financial Fraud Detection

Principal-Component-Regression. Principal Component Regression - Clearly Explained and Implemented

DataWig-Missing-Data-Imputation. Imputation of Missing Data in Tables

AWS-RDS-MySQL-Python. Integrating Amazon RDS, MySQL Workbench, and PyMySQL to build and deploy a database on the cloud

Simulated-Annealing-Feature-Selection. Feature Selection using Simulated Annealing

Alcohol-Image-Classifier-fastai. Utilizing fastai to classify images of various types of alcoholic beverages

COVID19-Vaccine-Sentiment-Analysis. Sentiment Analysis of COVID-19 Vaccine-related Twitter Data

ChatPod. ChatPod - Q&A over your Podcasts

PyMySQL-Demo. PyMySQL - Connecting Python and SQL for Data Science

Image-Augmentation-Libraries. Sample implementation codes for a variety of popular image augmentation Python packages

TensorFlow-Transfer-Learning-Image-Classification. Practical Guide to Transfer Learning in TensorFlow for Multiclass Image Classification

StatsAssume. Automating Assumption Checks for Regression Models (Work in Progress, Currently Paused)

Responsible-AI-Masterclass. Responsible AI Masterclass (June 2024 Run)

Common-Python-Codes. A list of common Python commands I use for data wrangling

ARTKIT-Gandalf-Challenge. Exposing Jailbreak Vulnerabilities in LLM Applications with ARTKIT

ODE-Modelling-with-Differential-Evolution. Pharmacokinetic modelling of drug concentration trajectories with ordinary differential equations and differential evolution

Exploring-Illegal-Drugs. Exploratory data analysis of the counterfeit drugs as reported in Singapore by HSA

Web-Scraping-Walkthrough-HCP-Info. Web scraping script (with Python and Selenium) to automatically compile list of licensed healthcare professionals along with their respective public details

full-blockchain-solidity-course-py. Ultimate Solidity, Blockchain, and Smart Contract - Beginner to Expert Full Course | Python Edition

DeepSeek-R1-Ollama-Simple-Evals. Run and Evaluate DeepSeek-R1 Distilled Models Locally with Ollama and OpenAI's simple-evals

Post-Vaccine-Timer. Post-COVID-19 Vaccine Timer

KgBase-Drug-Side-Effect-Analysis.