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Advanced Market Architectures: Building Multi-Agent Trading Systems with Deep RL and Real-Time Data: Design, Deploy, and Optimize Autonomous AI Tradin
Paperback
Series: Market AI, Book 1
Publisher: Independently Published
Published: Jul 5 2025
Pages: 482
Weight: 1.27
Height: 1.20 Width: 6.00 Depth: 9.00
Language: English
Build the Next Generation of AI-Powered Trading Infrastructure.
In Advanced Market Architectures, bestselling author James Preston takes you beyond the theory, and into the heart of modern algorithmic warfare. This isn't just about teaching agents to trade. It's about building an intelligent market ecosystem where autonomous systems think, learn, and evolve in real time.
If you mastered the foundations in Reinforcement Learning for Trading, this is your next step: scaling to multi-agent frameworks, real-time data ingestion, cloud deployment, and institutional-grade execution engines. Preston brings battle-tested insight and deep technical clarity to guide you through every stage of development, from raw data to a fully operational AI trading grid.
Whether you're a quant, data scientist, software engineer, or a solo trader building elite tools, this book hands you the keys to a new market paradigm.
Inside, You'll Learn How To:
Design intelligent trading environments with cooperative and competitive RL agents
Build real-time data pipelines using WebSockets, Kafka, and Redis
Deploy and scale models with Ray RLlib, Kubernetes, and AWS/GCP
Execute trades with low-latency precision and dynamic order flow modeling
Integrate portfolio optimization, risk-aware decision policies, and multi-asset strategies
Simulate live markets using tick-level data for training robust agents
Leverage meta-learning to adapt agents across multiple asset classes
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