Machine Learning for Factor Investing

Name: Machine Learning for Factor Investing
Brand: Taylor & Francis Ltd
SKU: 9780367639747
Price: 5738 CZK
Availability: InStock

Python Version

Autor: Guillaume Coqueret, Tony Guida

Jazyk:

Vazba: Pevná

Vydavatel: Taylor & Francis Ltd

Dostupnost: Skladem u dodavatele

Odesíláme za 9-15 dnů

5 738 Kč

Machine learning (ML) is progressively reshaping the fields of quantitative finance and algorithmic...

Informace o knize

Autor

Guillaume Coqueret, Tony Guida

Jazyk

Angličtina

Vazba

Kniha - Pevná

Vydáno

2023

Stránek

EAN

9780367639747

Enbook ID

43108101

Vydavatel

Taylor & Francis Ltd

Hmotnost

894

Rozměry

178 x 254

Kompletní popis

Machine learning (ML) is progressively reshaping the fields of quantitative finance and algorithmic trading. ML tools are increasingly adopted by hedge funds and asset managers, notably for alpha signal generation and stocks selection. The technicality of the subject can make it hard for non-specialists to join the bandwagon, as the jargon and coding requirements may seem out-of-reach. Machine learning for factor investing: Python version bridges this gap. It provides a comprehensive tour of modern ML-based investment strategies that rely on firm characteristics.

The book covers a wide array of subjects which range from economic rationales to rigorous portfolio back-testing and encompass both data processing and model interpretability. Common supervised learning algorithms such as tree models and neural networks are explained in the context of style investing and the reader can also dig into more complex techniques like autoencoder asset returns, Bayesian additive trees and causal models.

All topics are illustrated with self-contained Python code samples and snippets that are applied to a large public dataset that contains over 90 predictors. The material, along with the content of the book, is available online so that readers can reproduce and enhance the examples at their convenience. If you have even a basic knowledge of quantitative finance, this combination of theoretical concepts and practical illustrations will help you learn quickly and deepen your financial and technical expertise.

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Machine Learning for Factor Investing

Python Version

Informace o knize

Kompletní popis

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také