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gmetsov's Projects

dl_forfinance icon dl_forfinance

This git repository is based on the work of J.Heaton, N.Polson and J.Witte and their articleDeep Learning for Finance: Deep Portfolios. This paper let us explore the use of deeplearning models for problems in financial prediction and classification. Our goal isto show how applying deep learning methods to these problems can produce betteroutcomes than standard methods in finance or in Machine Learning

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.

enhancing-price-momentum-with-rnn icon enhancing-price-momentum-with-rnn

This is a repository for a (working) master thesis seeking to enhance the conventional price momentum strategy by leveraging machine learning. Currently, we are examining LSTM, however, MLP and Random Forrest might also be leveraged.

f-ml icon f-ml

Code, Exercises, and Fun from Lopez de Prado's "Advances in Financial Machine Learning"

featurewiz icon featurewiz

Use advanced feature engineering strategies and select best features from your data set with a single line of code.

fin-gan icon fin-gan

Code to accompany the paper "Fin-GAN: Forecasting and Classifying Financial Time Series via Generative Adversarial Networks"

kats icon kats

Kats, a kit to analyze time series data, a lightweight, easy-to-use, generalizable, and extendable framework to perform time series analysis, from understanding the key statistics and characteristics, detecting change points and anomalies, to forecasting future trends.

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