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Vector Databases for Quant Finance: Real-Time Feature Stores and Embedding Pipelines for Trading AI: Build Intelligent Market Systems with Pinecone, F
Paperback
Publisher: Independently Published
Published: Nov 3 2025
Pages: 634
Weight: 1.84
Height: 1.28 Width: 6.00 Depth: 9.00
Language: English
In the new era of financial AI, speed and intelligence define the edge. Vector Databases for Quant Finance reveals how cutting-edge data architectures, once reserved for large-scale tech, are now transforming quantitative trading and portfolio management.
This book bridges the gap between data engineering and quantitative strategy, teaching you how to build real-time pipelines that connect streaming market data to AI-driven trading models. You'll learn to design intelligent feature stores, build embedding-based similarity search systems, and integrate vector databases such as Pinecone, FAISS, and Chroma into live trading environments.
Inside, you'll discover how to:
Construct scalable real-time data ingestion pipelines for market features and order flow signals
Use vector embeddings to model relationships between securities, news, and alternative datasets
Implement retrieval-augmented generation (RAG) to power adaptive research and trading agents
Combine Python, LangChain, and LLMs to build financial knowledge graphs and autonomous analysts
Optimize query latency, memory footprint, and storage for production-grade financial AI systems
Blending data science, software architecture, and algorithmic trading, this guide helps you master the emerging layer that fuels next-generation quant intelligence. Whether you're a quant researcher, data engineer, or algo developer, this book delivers the playbook for building AI-native financial systems that think, learn, and react in real time.
Perfect for:
Quant developers, financial data engineers, AI researchers, and systematic traders exploring the frontier of vectorized market intelligence.
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Buy and Hedge: The 5 Iron Rules for Investing Over the Long Term
Pestrichelli, Jay
Ferbert, Wayne
Hardcover
Dancing Between the Toes of Elephants: Clever Private Equity Idioms and Anecdotes from an Outsider's Experience on the Inside
Magliochetti, Michael
Paperback
The Infographic Guide to Personal Finance: A Visual Reference for Everything You Need to Know
Lariviere, Elisabeth
Cagan, Michele
Paperback
The 5 Mistakes Every Investor Makes and How to Avoid Them: Getting Investing Right
Mallouk, Peter
Paperback
The Accounting Game: Basic Accounting Fresh from the Lemonade Stand
Mullis, Darrell
Orloff, Judith
Paperback
This Time Is Different: Eight Centuries of Financial Folly
Reinhart, Carmen M.
Rogoff, Kenneth S.
Paperback
Venture Deals: Be Smarter Than Your Lawyer and Venture Capitalist
Mendelson, Jason
Feld, Brad
Hardcover
Engines That Move Markets: Technology Investing from Railroads to the Internet and Beyond
Nairn, Alasdair
Hardcover
Section 1031 Exchanges: How to Swap Till Ya' Drop, Building Family Wealth While Minimizing Taxes
Rogers, Louis J.
Paperback
Security Analysis, Seventh Edition: Principles and Techniques
Klarman, Seth A.
Graham, Benjamin
Dodd, David
Hardcover
The Most Important Thing Illuminated: Uncommon Sense for the Thoughtful Investor
Marks, Howard
Hardcover
Como Gane $2,000,000 En La Bolsa / How I Made $2,000,000 in the Stock Market
Darvas, Nicolas
Paperback
Piense y Hágase Rico.: Nueva Traducción, Basada En La Versión Original 1937.
Hill, Napoleon
Hardcover
Foreclosures Unlocked: Your Key to Success in Real Estate Investing
Tortoriello, Matthew
Shippee, Kevin
Paperback
Masters of the Universe: Winning Strategies of America's Greatest Dealmakers
Kadlec, Daniel J.
Paperback