diff --git a/TODO_PIPELINES/Logan_Pipelines.MD b/TODO_PIPELINES/Logan_Pipelines.MD new file mode 100644 index 0000000..8601bc4 --- /dev/null +++ b/TODO_PIPELINES/Logan_Pipelines.MD @@ -0,0 +1,36 @@ +# Logan's Pipeline + +## API's +Kalshi: https://docs.kalshi.com/welcome +- Official Kalshi API for data on markets,as well as ability to execute trades + +AlphaVantage: https://www.alphavantage.co/?gad_source=1&gad_campaignid=22373825259&gbraid=0AAAAA-6A8dPvpXp69gCs4SmebapE-mJk2&gclid=CjwKCAiAw9vIBhBBEiwAraSATkGjWa40za-SG4O4qmMSt-BuigN8prHF3KIa2RwbuNDU_Y8Qi1SmVhoC_k4QAvD_BwE#about +- provides realtime and historical financial market data includes other asset classes(Stocks,ETFs, Mutual Funds, Crypto) + +OddsJam : https://oddsjam.com/odds-api +- Offers real time betting lines for over 100 different sports book + +Yfinance : https://ranaroussi.github.io/yfinance/ +- unoffical Yahoo finance api to get financial data from Yahoo Finance + +SportRadar : https://developer.sportradar.com/getting-started/docs/get-started +- API for all sports data including NBA, NFL, NCAAAF etc + +## High Level Control Flow + +1. Collect Data from APIs + store it in database + - MongoDb + - PostgreSQL +2. Clean and Preprocess Data + - NumPy + - Pandas +3. Train the model using data + - Scikit Learn + - Tensor Flow + - Tensorboard (experimentation and testing) +4. Backtest our model on historical data and evaluate performance + - Matplotlib +5. Deploy Model and adjust bet sizes + handle risk mangement + + +