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Created almost 2 years ago
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kennethleungty

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Keyword Extraction and Analysis Pipeline & Application with KeyBERT and Taipy

Llama-2-Open-Source-LLM-CPU-Inference

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

Python

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AWS-Certified-Cloud-Practitioner-Notes

Notes compiled based on AWS E-Learning lessons and transcripts

853

Failed-ML

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

709

Neural-Network-Architecture-Diagrams

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

699

MLOps-Specialization-Notes

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

347

Generative-AI-Pharmacist

Generative AI Pharmacist (For Demo Purposes Only)

End-to-End-AutoML-Insurance

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

Jupyter Notebook

Pyvis-Network-Graph-Streamlit

Deploying Pyvis Interactive Network Graphs in Streamlit

HTML

Drug-Interactions-Network-Analysis-and-Visualization

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

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OCR-Metrics-CER-WER

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

Jupyter Notebook

Logistic-Regression-Assumptions

Assumptions of Logistic Regression, Clearly Explained

Jupyter Notebook

kennethleungty

Data Science Portfolio

Image-Metadata-Exif

Read and modify image metadata in Python with exif

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Wikipedia-Scraping-with-LLM-Agents

Scraping Wikipedia by combining LangChain's agents and tools with OpenAI's LLMs and function calling

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Anomaly-Detection-Pipeline-Kedro

Anomaly Detection Pipeline with Isolation Forest model and Kedro framework

Python

Data-Centric-AI-Competition

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

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Car-Plate-Detection-OpenCV-TesseractOCR

Russian Car License Plate Detection with OpenCV and TesseractOCR in Python

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FIFA-Football-World-Rankings

Analyzing FIFA World Football Rankings with Python and R

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Text-to-Audio-with-Bark

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

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Singapore-Condo-Rental-Market-Analysis

Singapore Condo Rental Prices - From Data Acquisition to Prediction

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DataWig-Missing-Data-Imputation

Imputation of Missing Data in Tables

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Fortune-Global-500-Bar-Chart-Race

Using Python and Flourish to visualize rank and revenue trends of the world’s largest companies

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PyTorch-Ignite-Tiny-ImageNet-Classification

Tiny ImageNet Classification Exercise with PyTorch

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Credit-Card-Fraud-Detection-AutoXGB

Utilizing AutoXGB for Credit Card Financial Fraud Detection

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Simulated-Annealing-Feature-Selection

Feature Selection using Simulated Annealing

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AWS-RDS-MySQL-Python

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

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English-Premier-League-VAR-Analysis

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

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Principal-Component-Regression

Principal Component Regression - Clearly Explained and Implemented

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Alcohol-Image-Classifier-fastai

Utilizing fastai to classify images of various types of alcoholic beverages

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COVID19-Vaccine-Sentiment-Analysis

Sentiment Analysis of COVID-19 Vaccine-related Twitter Data

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Image-Augmentation-Libraries

Sample implementation codes for a variety of popular image augmentation Python packages

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Domain-LLMs

Comprehensive Compilation of Customized LLMs for Specific Domains and Industries

ChatPod

ChatPod - Q&A over your Podcasts

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PyMySQL-Demo

PyMySQL - Connecting Python and SQL for Data Science

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TensorFlow-Transfer-Learning-Image-Classification

Practical Guide to Transfer Learning in TensorFlow for Multiclass Image Classification

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StatsAssume

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

Python

Responsible-AI-Masterclass

Responsible AI Masterclass (June 2024 Run)

Common-Python-Codes

A list of common Python commands I use for data wrangling

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Exploring-Illegal-Drugs

Exploratory data analysis of the counterfeit drugs as reported in Singapore by HSA

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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

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Post-Vaccine-Timer

Post-COVID-19 Vaccine Timer

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ODE-Modelling-with-Differential-Evolution

Pharmacokinetic modelling of drug concentration trajectories with ordinary differential equations and differential evolution

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KgBase-Drug-Side-Effect-Analysis

kennethleungty/Keyword-Analysis-with-KeyBERT-and-Taipy

kennethleungty

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