Alex Bzdel's repositories
Swing-Trading-Stock-Bot
A Python-based bot that uses the Alpaca API and swing trading principles to buy and sell securities.
NBA_Over_Under_Prediction_App
This repository contains an NBA over/under prediction app built with Python and Flask. The app uses machine learning to make predictions on the over/under bets for NBA games. The user can input information about a game and the app will provide a prediction on the over/under total.
Hugging_Face_Model_Downloader
Pulls Hugging Face models into local repository in ONNX format.
image-classifier-web-app
Image Classification Web Service built with Flask, AWS App Runner, and AWS Lambda
abzdel.github.io
Repo to host my portfolio on GitHub Pages.
BCI-EEG-Classification
Using various classifiers to improve the performance of the research done by Wang, Li, et. al in 2011 regarding using EEG signals to detect confusion.
Blockchain-Token-Tracking
Two Jupyter Notebooks which scrape data about tokens on the Ethereum network from Etherscan.
containerized_custom_database
Secures SQL database connection and queries it.
course
The Hugging Face course on Transformers
csv_to_json
Project 2 for IDS706
delta-rs
A native Rust library for Delta Lake, with bindings into Python
Lebron_vs_Kobe_vs_Michael_Visualization_Project
A visual comparison of the careers of Michael Jordan, Kobe Bryant, and LeBron James.
ML_API_on_AWS
Continuous delivery of an API built on FastAPI and hosted on AWS.
ML_API_on_Kubernetes
Utilizing assets from a previous project where I hosted a machine learning API on AWS. Now looking to host the same service on Kubnernetes.
NBA_Playoff_Simulation
For this project, I use a multiple linear regression algorithm to predict the final NBA standings for 2020-21. I then use these standings to set up a simulation of the playoffs in Excel. Using Macros, you can simulate games thousands of times to see who has the greatest chance of winning based on standings.
Spotify-vs-Apple-Music-Twitter-Analysis
A project exploring different artists' popularity on Spotify and Apple Music. Project includes homegrown "top 10 artists" based on exposure through Twitter.
TMDb-Box-Office-Prediction
My 'Introduction to Machine Learning' course's final project - includes predictions on TMDb movie revenues using linear regression and XGBoost.
databricks-cluster-cli
CLI built in Rust and Bash that allows you to provision custom clusters in Databricks using the Databricks REST API.
databricks_cli
First project for IDS706.
first-contributions
🚀✨ Help beginners to contribute to open source projects
Hugging_Face_AWS_Tutorial
Zero to One: How to find pre-trained models on Hugging Face, host them on AWS SageMaker, and query them for your outputs.
Machine-Learning-Serverless
A linear model used to classify breast cancer instances using UCI'S breast cancer diagnostic data set. Model is trained using AWS Sagemaker and invoked using Amazon API Gateway and an AWS Lambda function.
Opioid-Analysis
A look into the opioid epidemic and how various policies have impacted its trajectory in the United States.
pyleniumio
Bring the best of Selenium and Cypress into a single Python package
rainforest_image_analysis
Sampling and algorithmic analysis of rainforest drone videos. For Rainforest Engineering class at Duke University.
rust_miniprojects
Variety of weekly miniprojects completed for IDS721
Summarize-CLI
CLI to deploy & query Hugging Face model to Amazon SageMaker
transformers
🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.