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lukasleroy's Projects

eigen-portfolio icon eigen-portfolio

Unsupervised machine learning Principal Component Analysis (PCA) on the Dow Jones Industrial Average index and it's respective 30 stocks to construct an optimized diversified intelligent portfolio.

eigenportfolios icon eigenportfolios

In this project, we will explore the usage of Principal Component Analysis to model market behavior within an industry. Furthermore, we will explore the interpretation of top eigenvectors as portfolios to create trading strategies.

kalman-filters icon kalman-filters

Kalman filtering, also known as linear quadratic estimation (LQE), is an algorithm that uses a series of measurements observed over time, containing statistical noise and other inaccuracies, and produces estimates of unknown variables that tend to be more accurate than those based on a single measurement alone, by estimating a joint probability distribution over the variables for each timeframe. The filter is named after Rudolf E. Kálmán, one of the primary developers of its theory.

lppls icon lppls

Library for fitting the LPPLS model to data.

mlfinlab icon mlfinlab

MlFinLab helps portfolio managers and traders who want to leverage the power of machine learning by providing reproducible, interpretable, and easy to use tools.

neural-networks icon neural-networks

Implemented Convolutional Neural Network, LSTM Neural Network, and Neural Network From Scratch in Python Language.

pypbo icon pypbo

Probability of Backtest Overfitting in Python

pyportfolioopt icon pyportfolioopt

Financial portfolio optimisation in python, including classical efficient frontier and advanced methods.

pyrb icon pyrb

Constrained and Unconstrained Risk budgeting / risk parity allocation in Python

pyrmt icon pyrmt

Python for Random Matrix Theory: cleaning schemes for noisy correlation matrices.

q-fin icon q-fin

A Python library for mathematical finance

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