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Learning
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Learning
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aimee0317/README.md

Welcome to Amelia's GitHub 👋


Hello, I am Amelia and I am passionate about data. I hold a Bachelor of Science degree with Honors in Finance and Statistics from NYU Stern School of Business and a Master’s degree in Data Science from the University of British Columbia (UBC). In the future, I am looking forward to exploring the endless possibilities that lie within the captivating world of data science as an avid learner and collaborator, alongside like-minded peers and talented industry pioneers. 😊

Selected Projects 📈

Data Visualization / Data Analytics

  • Model Fitness Gym Churn Visualization and Analysis (PowerBI, PowerQuery, Dax) GitHub Repository

  • Used Laptop Price Data Visualization Dashboard App (Python, Streamlit, Plotly Express) GitHub Repository

  • Video Game Sales Data Visualization Dashboard App (R, dash, ggplot2, dplyer, tidyr, collaborated with fellow students at UBC MDS) GitHub Repository

  • Hospital Emergency Department Data Dashboard (Tableau) GitHub Repository

  • E-commerce Website Analytics Dashboard (Google Looker Studio, Google Analytics 4) GitHub Repository

Data Engineering

  • Extract, transform and load (ETL) data pipeline in AWS using S3, EC2, Glue and Athena GitHub Repository

Supervised Learning

  • Car price prediction: Regression using linear regression and tree-based models (deployed on Azure as a Flask app and containerized the project using Docker)

Unsupervised Learning

Documenting My Learning Journey 📖

I recently started to document my learning journey in data analytics/data science/web development (as a personal hobby). Please check out my profile on Medium.

Selected Articles

Pinned

  1. car_price_prediction car_price_prediction Public

    Used car price prediction with tree-based models

    Jupyter Notebook

  2. topic_modeling_Disney_reviews topic_modeling_Disney_reviews Public

    Topic modeling for Disney reviews using HDBSCAN, Laten Dirichlet Allocation(LDA) and ChatGPT Prompt Engineering

    HTML 1

  3. laptop_price_data_visualization laptop_price_data_visualization Public

    Interactive Data Visualization Dashboard using Streamlit, Plotly Express and Python

    Python

  4. customer-segmentation-R customer-segmentation-R Public

    Customer Segmentation Analysis using K-means Clustering Algorithm in R

    R

  5. ETL-Data-Pipelines ETL-Data-Pipelines Public

    Python ETL Data Pipeline with AWS Glue and Athena

  6. hospital-emergency-department-tableau-dashboard hospital-emergency-department-tableau-dashboard Public

    Hospital Emergency Department Tableau Dashboard