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About Me

šŸ‘‹ Hi, Iā€™m @elenaliao1002, currently an MS Data Science Student @USFCA, I am a hybrid of Data Scientist and Machine Learning Engineer and passionate about learning new cool tech!

āŒØļø Programming: Python, SQL, R

šŸ“š Machine Learning: PyTorch, NLP*, CV, Deep Learning*

šŸ“¦ Databases: PostgreSQL, MongoDB(NoSQL)

šŸ“¤ Distribution Computing: Apache Spark, Databricks, Kafka*

āœØ Visualization: PowerBI, Tableau

šŸ”ļø Traveling, Board Games, Watching Movies

šŸ“« Happy to connect with LinkedIn or Email

*:In Progress

Wan-Chun(Elena) LIAO's Projects

animl-image-classification-deployment icon animl-image-classification-deployment

Implemented the EfficientNet-B3 classifier to retrain the multi-class image classification models resulting in 91% average precision. Planning to deploy the model within the existing AWS infrastructure

animl-ml icon animl-ml

Machine Learning resources for camera trap data processing

cameratraps icon cameratraps

Tools for training and running detectors and classifiers for wildlife images collected from motion-triggered cameras.

flooded-area-coverage-prediction icon flooded-area-coverage-prediction

automated pipeline using Airflow for extraction data from Google Earth Engine API and Google Drive, uploading them to Google Cloud (GCS) and transferring to MongoDB, and finally using Databricks to implement machine learning

log_analytics icon log_analytics

This repository contains two Python scripts for log analytics: kafka_producer.py and spark_stream.py. These scripts are designed to work together to process log data using Apache Kafka and Apache Spark.

neural-style-transfer icon neural-style-transfer

This report presents a Neural Style Transfer project that focuses on performing style transfer on both images and videos. The process involves using a pre-trained deep neural network, specifically VGG19, to extract style and content information from the input images or frames.

streamlit-yolo icon streamlit-yolo

Display predicted Video, Images and webcam using YOLO models (YOLOv7 & YOLOv8) with Streamlit

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