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alan's Projects

black-scholes-calculator-python icon black-scholes-calculator-python

An interactive Python tool for calculating European option prices, probabilities, and implied volatility using the Black-Scholes model.

clustering-portfolio-opt-python icon clustering-portfolio-opt-python

applying k means clustering to a dataset of the returns of a basket of ETF strategies and returning the best strategy from each cluster in attempt to create a diversified portfolio. also used methods like pca to reduce dimensionality and generated features

cointegration-exploration-python icon cointegration-exploration-python

This project explores pairs trading as a market-neutral strategy by leveraging statistical relationships between cointegrated assets to exploit mean-reverting behavior. inspired and adapted from the quant trading room

etf-sql-database-python icon etf-sql-database-python

An efficiently ETF database management system. when run ,recent data for specific tickers are stored in the SQLite file etf_data. This avoids hammering API. Prices are also adjusted using the adjustment ratio to prep data for backtesting

etfanalyzer icon etfanalyzer

Analyze and compare investments in popular ETF invesments. Choose a starting capital, the ETFs, and a specific date range

feature-eng-house-price-python icon feature-eng-house-price-python

feature engineering in Python, focusing on data preprocessing, feature creation, and model evaluation for house price prediction

fractional-differencing-time-series-python icon fractional-differencing-time-series-python

exploring fractional differencing outlined in advances in financial machine learning chapter 5, which in short allows us to achieve stationarity while retaining as much memory as possible in the time series

hybrid-linreg-xgboost-timeseries-forecast-sales-python icon hybrid-linreg-xgboost-timeseries-forecast-sales-python

This project focuses on forecasting store sales using a hybrid model that combines Linear Regression and XGBoost models. The hybrid approach aims to capture both linear trends and non-linear patterns in the sales data. The project involves data preprocessing, feature engineering, model training, prediction, and evaluation.

linearalgebra-toolkit-matlab icon linearalgebra-toolkit-matlab

linear algebra functions such as regression, principal component analysis for dimensionality reduction, subspaces, etc to streamline linear algebra

portfolio-toolkit-streamlit-python icon portfolio-toolkit-streamlit-python

making professional portfolio management methods accessible through point and click. methods such as mean var opt and portfolio rebalancing is available. try the app from the link

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