Advanced Financial Time Series Forecasting with Machine Learning and Deep Learning

Name: Advanced Financial Time Series Forecasting with Machine Learning and Deep Learning
Brand: Independently published
SKU: 9798182372633
Price: 173.78 PLN
Availability: InStock

Autor: Julian K. Mercer, Danny Munrow

Język:

Oprawa: Miękka

Wydawca: Independently published

Dostępność: Dostępna u dostawcy

Wysyłamy za 14-21 dni

173.78 zł

Reactive PublishingMaster the art and science of financial time series forecasting using state-of-th...

Informacje o książce

Autor

Julian K. Mercer, Danny Munrow

Język

Angielski

Oprawa

Książka - Miękka

Data wydania

2026

strony

606

EAN

9798182372633

Enbook ID

52983737

Wydawca

Independently published

Waga

723

Wymiary

152 x 229 x 38

Pełny opis

Reactive Publishing

Master the art and science of financial time series forecasting using state-of-the-art machine learning and deep learning techniques.

In today's volatile markets, accurate forecasting is essential for quantitative traders, risk managers, and financial analysts. This comprehensive guide explores how modern neural network architectures deliver superior predictive performance on complex, non-linear financial data.

What You'll Discover:

Core principles of financial time series analysis, including stationarity, autocorrelation, and volatility modeling
Practical implementation of Long Short-Term Memory (LSTM) networks for sequential forecasting
Transformer models and their application to market prediction tasks
Hybrid neural architectures that combine the strengths of multiple approaches for enhanced accuracy and robustness
End-to-end workflows for data preparation, model training, validation, and deployment in quantitative trading strategies
Real-world case studies in equity pricing, volatility forecasting, and portfolio optimization

Written for practitioners with a solid foundation in Python and quantitative finance, this book bridges theory and implementation. Code examples, best practices, and performance comparisons help you build production-ready forecasting systems.

Whether you're refining existing models or architecting next-generation solutions, this resource provides the frameworks needed for advanced quantitative market analysis.

Perfect for:

Quantitative researchers and algorithmic traders
Data scientists working in finance
Finance professionals seeking to leverage deep learning

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