lilian-swen

AIProjects

LLM, Deep Learning, Machine Learning, Data Mining

ApplyingGPDtoHeartDiseaseData

This project focuses on enhancing healthcare data security and privacy. We leveraged the Gaussian Differential Privacy (GDP) algorithm to protect individual patient information while enabling robust data analysis.

IITCoursework

lilian-swen.github.io

MallCustomerSegmentation

Analyze customer data from a mall and leverage machine learning techniques to segment customers based on their attributes. Enhance marketing strategies and customer experiences with data-driven insights.

ProductionMachineLearning

This repository focuses on sharing knowledge and experiences in production machine learning, covering end-to-end machine learning processes.

ProductsReviewSentimentAnalysis

This NLP project established secure data lakes on Amazon S3, optimized data ingestion in SageMaker Studio, and mitigated biases through profiling and SageMaker Clarify. Scaling feature engineering enhanced model performance. SageMaker Autopilot trained high-performing sentiment analysis models, continuously monitored for real-time accuracy.

lilian-swen/ProductsReviewSentimentAnalysis

This NLP project established secure data lakes on Amazon S3, optimized data ingestion in SageMaker Studio, and mitigated biases through profiling and SageMaker Clarify. Scaling feature engineering enhanced model performance. SageMaker Autopilot trained high-performing sentiment analysis models, continuously monitored for real-time accuracy.

lilian-swen/AIProjects

LLM, Deep Learning, Machine Learning, Data Mining

lilian-swen/ApplyingGPDtoHeartDiseaseData

This project focuses on enhancing healthcare data security and privacy. We leveraged the Gaussian Differential Privacy (GDP) algorithm to protect individual patient information while enabling robust data analysis.

lilian-swen/IITCoursework

lilian-swen/lilian-swen.github.io

lilian-swen/MallCustomerSegmentation

Analyze customer data from a mall and leverage machine learning techniques to segment customers based on their attributes. Enhance marketing strategies and customer experiences with data-driven insights.

lilian-swen/ProductionMachineLearning

This repository focuses on sharing knowledge and experiences in production machine learning, covering end-to-end machine learning processes.