kennethleungty/Responsible-AI-Masterclass

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kennethleungty/Responsible-AI-Masterclass

kennethleungty

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Responsible AI Masterclass (June 2024 Run)

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

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

AWS-Certified-Cloud-Practitioner-Notes

Notes compiled based on AWS E-Learning lessons and transcripts

Failed-ML

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

Neural-Network-Architecture-Diagrams

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

MLOps-Specialization-Notes

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

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

Drug-Interactions-Network-Analysis-and-Visualization

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

Jupyter Notebook

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

Jupyter Notebook

Wikipedia-Scraping-with-LLM-Agents

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

Jupyter Notebook

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

Jupyter Notebook

Car-Plate-Detection-OpenCV-TesseractOCR

Russian Car License Plate Detection with OpenCV and TesseractOCR in Python

Jupyter Notebook

FIFA-Football-World-Rankings

Analyzing FIFA World Football Rankings with Python and R

Jupyter Notebook

Text-to-Audio-with-Bark

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

Jupyter Notebook

Singapore-Condo-Rental-Market-Analysis

Singapore Condo Rental Prices - From Data Acquisition to Prediction

Jupyter Notebook

DataWig-Missing-Data-Imputation

Imputation of Missing Data in Tables

Jupyter Notebook

Fortune-Global-500-Bar-Chart-Race

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

Jupyter Notebook

PyTorch-Ignite-Tiny-ImageNet-Classification

Tiny ImageNet Classification Exercise with PyTorch

Jupyter Notebook

Credit-Card-Fraud-Detection-AutoXGB

Utilizing AutoXGB for Credit Card Financial Fraud Detection

Jupyter Notebook

Keyword-Analysis-with-KeyBERT-and-Taipy

Keyword Extraction and Analysis Pipeline & Application with KeyBERT and Taipy

Simulated-Annealing-Feature-Selection

Feature Selection using Simulated Annealing

Jupyter Notebook

AWS-RDS-MySQL-Python

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

Jupyter Notebook

English-Premier-League-VAR-Analysis

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

Jupyter Notebook

Principal-Component-Regression

Principal Component Regression - Clearly Explained and Implemented

Jupyter Notebook

Alcohol-Image-Classifier-fastai

Utilizing fastai to classify images of various types of alcoholic beverages

Jupyter Notebook

COVID19-Vaccine-Sentiment-Analysis

Sentiment Analysis of COVID-19 Vaccine-related Twitter Data

Jupyter Notebook

Image-Augmentation-Libraries

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

Jupyter Notebook

Domain-LLMs

Comprehensive Compilation of Customized LLMs for Specific Domains and Industries

ChatPod

ChatPod - Q&A over your Podcasts

Jupyter Notebook

PyMySQL-Demo

PyMySQL - Connecting Python and SQL for Data Science

Jupyter Notebook

TensorFlow-Transfer-Learning-Image-Classification

Practical Guide to Transfer Learning in TensorFlow for Multiclass Image Classification

Jupyter Notebook

StatsAssume

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

Common-Python-Codes

A list of common Python commands I use for data wrangling

Jupyter Notebook

Exploring-Illegal-Drugs

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

Jupyter Notebook

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

Jupyter Notebook

Post-Vaccine-Timer

Post-COVID-19 Vaccine Timer

ODE-Modelling-with-Differential-Evolution

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

Jupyter Notebook

KgBase-Drug-Side-Effect-Analysis