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My Toolkit

Python PostgreSQL Snowflake Kafka Databricks Airflow AWS Shell Script Git Pandas NumPy scikit-learn Tableau Flask SQLite Docker Heroku

Andrew Lee's Projects

andrewlee977.github.io icon andrewlee977.github.io

✨ Build a beautiful and simple website in literally minutes. Demo at https://beautifuljekyll.com

blockchain-realestate icon blockchain-realestate

These smart contracts simulate a real estate transaction involving a buyer, seller, inspector, and lender to transfer ownership of real estate represented as a Non-Fungible Token (NFT).

crypto-account-dashboard icon crypto-account-dashboard

Web application takes in an Ethereum address (Checksum or ENS name) and displays stats related to that account. The project utilizes web3 and ENS libraries, as well as Etherscan, Opensea, and Infura APIs to have access to Ethereum blockchain data.

customer_churn_analysis icon customer_churn_analysis

This is a customer churn analysis project. Utilizing Scikit-Learn's library to apply Logistic Regression and Random Forest Classifiers on the data, we are able to discover the most important features correlating with customer churn. Then, we take these findings to inform our analysis and visualization via Tableau to share with our stakeholder.

deep-learning-for-hackers icon deep-learning-for-hackers

Machine Learning tutorials with TensorFlow 2 and Keras in Python (Jupyter notebooks included) - (LSTMs, Hyperameter tuning, Data preprocessing, Bias-variance tradeoff, Anomaly Detection, Autoencoders, Time Series Forecasting, Object Detection, Sentiment Analysis, Intent Recognition with BERT)

lambdata-26 icon lambdata-26

A repo that will contain a package with a collection of modules.

lyft-demand-surge icon lyft-demand-surge

Contains analysis of Lyft ride attributes and how it affects demand surge in the city of Boston.

power-usage-time-series icon power-usage-time-series

Apply Bidirectional LSTM Neural Network to predict energy consumption of a house in Houston, TX. This is a multivariate times series project that involved TensorBoard to track my experiments

shipping-dashboard icon shipping-dashboard

Plotly Dash Application that predicts whether a shipment will arrive late & visualizes E-Commerce shipping data with dynamic visualizations. **Heroku discontinued their free tier so dashboard is not deployed anymore**

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