teyang-lau Goto Github PK

abe

Attribute-based Encryption

chips_customer_segmentation

Conducted customer sales segmentation and affinity analysis on chip sales to identify groups to target for advertisements and promotions.

coffee_joint_recommender_system

Building a recommender system for coffee enthusiasts in Singapore, accompanied with a dashboard!

covid-19-trends

Exploration of Singapore mobility and search trends during COVID-19

covid19_rest_activity_rhythms

Clustered >120k days of Fitbit data from 1.8k+ individuals to identify 4 subgroups of Singaporean working adults differentially susceptible to unhealthy behaviors during COVID-19

disaster_tweet_classification

Classify real disaster tweets using different sequence models like LSTM, Bi-directional LSTM with attention, and transformers (BERT) with best accuracy of 84%

dog_breeds_classification_cnn

Classifying pictures into 120 dog breeds using Convolutional Neural Networks and transfer learning achieving 88% accuracy

e2e_mlops_aws

e2e_mlops_aws_cicd

e2e_mlops_aws_cicd_deploy

engineeringmlops

Engineering MLOps

github-readme-stats

:zap: Dynamically generated stats for your github readmes

googlegame_recommendersystem

Building a recommendation system for Google Play games using content-based and collaborative filtering models

hdb_resale_prices

Predicted and identified the drivers of Singapore HDB resale prices (2015-2019) with 0.96 Rsquare & $20,000 MAE. Web app deployment using Streamlit for user price prediction.

heart_disease_prediction

Predicted heart disease using different machine learning models, with best model achieving 85% F1 score

melanoma_detection

Predicted melanoma in Kaggle competition by ensembling EfficientNets and meta-data, achieving AUROC of 92%

mlops-e2e

MLOps End-to-End Example using Amazon SageMaker Pipeline, AWS CodePipeline and AWS CDK

mlops-v2-gha-demo

mlops_cicd_modelbuild

mlops_cicd_modeldeploy

mlops_mlflow

End-to-end MLOps Using MLflow for ML lifecycle, including data validation, processing, model training, evaluation, validation and deployment

neural_style_transfer

Creating new artistic style pictures by blending own pictures with the style of other paintings using ConvNets

pneumonia_detection

Detecting Pneumonia in chest X-Ray scans using Convolutional Neural Networks with a F1-score of 92%

pypebel

A python module to support the use of the IBE, ABE, and PBE family of asymmetric encryption schemes.

sam-sf-sagemaker-workflow

smu-cs611-2022

This repo is for SMU Course CS611 on Machine Learning Engineering

tableau-viz

Contains my Tableau Visualization Dashboard Projects

temp_try

teyang-lau

teyang-lau.github.io