Generative AI for Trading : Building Synthetic Data, Market Simulations, and Alpha Signals with LLMs and GANs: Quant Finance with Synthetic Data, GANs, and Large Language Models for Trading

James Preston

ISBN 13: 9798262461554

Published by Independently Published Aug 2025, 2025

About this Item

Neuware - Reactive PublishingHarness the cutting edge of artificial intelligence to revolutionize your trading strategies.Generative AI for Trading is a groundbreaking guide that bridges the gap between advanced machine learning models and real-world financial applications. This premium volume shows traders, quants, and AI enthusiasts how to use Generative Adversarial Networks (GANs), Large Language Models (LLMs), and synthetic data pipelines to create next-generation trading systems.Inside, you'll discover how to: - Generate synthetic financial datasets to overcome data scarcity and bias.- Build market simulations that mirror real-world complexity for robust backtesting.- Engineer alpha-generating signals with GANs, diffusion models, and transformer-based LLMs.- Integrate generative AI into risk management, portfolio optimization, and options trading.- Deploy scalable Python frameworks for end-to-end trading research and automation.With practical coding examples, step-by-step frameworks, and strategic insights, this book equips you to go beyond conventional algorithms and tap into the creative power of generative AI.Whether you are a quant developer, algorithmic trader, or researcher, Generative AI for Trading will give you the tools to stay ahead in the evolving landscape of global markets.

Seller Inventory # 9798262461554

Bibliographic Details

• Title: Generative AI for Trading : Building Synthetic Data, Market Simulations, and Alpha Signals with LLMs and GANs: Quant Finance with Synthetic Data, GANs, and Large Language Models for Trading
• Publisher: Independently Published Aug 2025
• Publication Date: 2025
• Language: English
• ISBN 13: 9798262461554
• Binding: Taschenbuch
• Condition: Neu
• Dimensions: 229W x 152H x 38D millimeters 229 millimeters width by 152 millimeters height by 38 millimeters depth
• Weight: 727 grams

About this title

Synopsis

Reactive Publishing

Harness the cutting edge of artificial intelligence to revolutionize your trading strategies.

Generative AI for Trading is a groundbreaking guide that bridges the gap between advanced machine learning models and real-world financial applications. This premium volume shows traders, quants, and AI enthusiasts how to use Generative Adversarial Networks (GANs), Large Language Models (LLMs), and synthetic data pipelines to create next-generation trading systems.

Inside, you’ll discover how to:

• Generate synthetic financial datasets to overcome data scarcity and bias.

• Build market simulations that mirror real-world complexity for robust backtesting.

• Engineer alpha-generating signals with GANs, diffusion models, and transformer-based LLMs.

• Integrate generative AI into risk management, portfolio optimization, and options trading.

• Deploy scalable Python frameworks for end-to-end trading research and automation.

With practical coding examples, step-by-step frameworks, and strategic insights, this book equips you to go beyond conventional algorithms and tap into the creative power of generative AI.

Whether you are a quant developer, algorithmic trader, or researcher, Generative AI for Trading will give you the tools to stay ahead in the evolving landscape of global markets.