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timkong21's Projects

aws-batch-processing icon aws-batch-processing

Big data analysis with AWS services, filtering the Wikiticker dataset with Apache Spark on Amazon EMR, storing data in S3, cataloging with AWS Glue, and querying with Amazon Athena. This end-to-end pipeline exemplifies handling and analyzing big data in the cloud.

machine-learning-specialization icon machine-learning-specialization

Contains solutions and notes for the Machine Learning Specialization by Stanford University and Deeplearning.ai - Coursera (2022) by Prof. Andrew NG

medical-appointment-no-show-prediction icon medical-appointment-no-show-prediction

A machine learning solution predicting patient no-shows in healthcare appointments. This project integrates EDA, data processing, feature engineering, and XGBoost modeling, with a workflow spanning from Snowflake data retrieval to AWS deployment (S3, SageMaker, Lambda, API Gateway), aiming to enhance appointment management in medical ERP systems.

polyp-segmentation icon polyp-segmentation

Polyp segmentation tool utilizing U-Net for accurate medical image analysis, designed to enhance early detection and diagnosis of colorectal cancer. Features a user-friendly Streamlit web app for easy image processing and analysis, leveraging the Kvasir-SEG dataset for improved healthcare outcomes.

spacex-launch-prediction icon spacex-launch-prediction

Prediction of SpaceX Falcon 9 rocket launches through data collection, wrangling, exploratory data analysis, and predictive modeling. Created an interactive dashboard with Plotly Dash for real-time insights and an interactive Folium map to analyze launch site proximity, hosted on PythonAnywhere.

voice-commander-system icon voice-commander-system

A voice-activated command system designed to help quadriplegic individuals control their environment wirelessly. Utilizing voice recognition and RF communication, this simple yet effective setup allows users to operate devices such as door openers, improving independence without physical intervention.

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