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nathan-probert/README.md

Hi, I'm Nathan Probert πŸ‘‹:

πŸ”­ I’m currently working on artificial neural networks for both image classification and predictive analysis
🌱 I’m currently further mastering my knowledge of full stack development including React, Python, SQL, RESTful APIs, and deployment through AWS
πŸŽ“ I'm currently completing my Computer Science Honours degree at the University of Guelph, minoring in Business Economics

πŸ€– Recent Projects:

  • 🌐 Portfolio Website
    • Mastered HTML, CSS, and JavaScript to architect and implement a responsive portfolio website
    • Leveraged npm for efficient package management, enhancing the project’s maintainability
    • Utilized React JavaScript library to build dynamic and high-performing user interface components
  • πŸ’ SmartScore - Predict NHL Goalscorers
    • AI application designed for Tim Horton's Hockey Challenge, predicts players probability of scoring in a NHL game
    • Used machine learning with TensorFlow, pandas and NumPy to build an AI model using multiple linear regression
    • Enhanced accuracy significantly by optimizing the AI model's metrics, elevating pick rate from 26% to 34%
    • Actively implementing AWS Lambda functions to optimize serverless data collection and distribution
    • Developed a Restful API to seamlessly integrate with full-stack applications, enhancing user experience
    • Utilizes Draftkings API to provide precise recommendations for strategic betting decisions based on real-time data
  • πŸ”  Wordle Solving Bot
    • Constructed a bot that analyzes a dictionary of possible words to solve the popular online game Wordle
    • Implemented a logical algorithm that formulates guesses crafted to eliminate the maximum number of alternatives
    • Created a comparison algorithm that dissects the ideal words and selects the word with the greatest popularity
  • 🎡 Multipurpose Discord Bot
    • Developed a bot that utilizes FFmpeg to stream music in Discord voice channels with comprehensive playlist support
    • Integrated Spotify’s API to facilitate the importing of public Spotify playlists
    • Enhanced the bot with features such as tic-tac-toe against users or the bot itself, with decision-making powered by AI

πŸ’» Tech Stack:

C CSS3 HTML5 Java JavaScript LaTeX Python R Netlify AWS Anaconda Django NPM OpenCV NodeJS React MongoDB Keras Matplotlib NumPy Pandas TensorFlow Docker Gradle

🌐 Socials:

LinkedIn

πŸ“Š GitHub Stats:

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