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
Language: English
Published by Independently published, 2025
- Softcover
- New

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- 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
- Author
- Preston, James; Munrow, Danny
- Publisher
- Independently published
- Publication year
- 2025
- Condition
- New
- Binding
- Soft cover
- Language
- English
- ISBN 13
- 9798262461554
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:
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Generate synthetic financial datasets to overcome data scarcity and bias.
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Build market simulations that mirror real-world complexity for robust backtesting.
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Engineer alpha-generating signals with GANs, diffusion models, and transformer-based LLMs.
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Integrate generative AI into risk management, portfolio optimization, and options trading.
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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.
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