My Projects | Bryce Kunschick

Options Trading Algorithm

July 2024 - Present

Automated trading based on pricing inefficiencies of options contracts.
Using the Robinhood API, I get live quotes on options contracts.
With data transformations, potential trades based on my hypothesis (SAK) are identified.
If a trade is identified, a limit order is placed through the API automatically.

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Equities Trading Algorithms

Sep 2024 - Present

Researched multiple strategies to outperform through low-frequency trading opportunities on equities.
Backtested strategies to get metrics on returns and max drawdowns.
Developed and deployed algorithms to automate trades.

AI Fishing Report

April 2025

Get live weather and water data for an AI-generated fishing report in different spots.
Data is collected from USGS and NWS by web scraping with Beautiful Soup.
Collected data prompts a Local LLM (gemma3:4b) for a fishing report based on real-time conditions.

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Fishing Database

Aug 2023 - Present

Store all catches and weather data in a SQL database, powering the Fishing Dashboard.
Python scripts format data into CSVs and import them into SQL Server tables.
SQL Views connect catches to weather data for the corresponding location and time.
Queried by Power BI for visualization and analytics.

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