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karagul's Projects

portfolio-management-2 icon portfolio-management-2

The Portfolio-Management contains code, data file, and report of our group in the class Quantitative Method for Portfolio Management.

portfolio-optimisation-using-monte-carlo-simulation icon portfolio-optimisation-using-monte-carlo-simulation

Modern Portfolio Theory (MPT), a hypothesis put forth by Harry Markowitz in his paper “Portfolio Selection,” (published in 1952 by the Journal of Finance) is an investment theory based on the idea that risk-averse investors can construct portfolios to optimize or maximize expected return based on a given level of market risk, emphasizing that risk is an inherent part of higher reward. It is one of the most important and influential economic theories dealing with finance and investment. We will use this methodology here for portfolio optimization of Apple, Cisco, IBM and Amazon.

portfolio-optimization icon portfolio-optimization

Code to visualize the efficient market frontier with volatility, expected return, and sharpe ratio. Then finds the value that minimizes volatility (risk) while maximizing returns.

portfolio-optimization-3 icon portfolio-optimization-3

Calculating the efficient frontier for different investment universes both with the classical and the Monte Carlo approach.

portfolio-optimization-6 icon portfolio-optimization-6

Implementation of Mean-Variance Model (including individual weight constraints) for a capstone mathematics project

portfolio-optimization-7 icon portfolio-optimization-7

Built a portfolio optimization algorithm to maximize expected returns on a combination of stocks using live feeds and historical data from yahoo finance using regression models, matrix transformations and principal component analysis. Designed a model to predict the performance of the portfolio based on multiple factors such as market returns, volatility, GDP and inflation

portfolio-optimizer icon portfolio-optimizer

A collection of various computational methods to optimize a user's investment portfolio using Modern Portfolio Theory and optimizing various factors such as Returns, Sharpe Ratio and Risk.

portfolioanalytics icon portfolioanalytics

Python scripts for generating analytic tests for credit portfolio loss distributions

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