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The Quant Roadmap: Data, Machine Learning and Financial Markets
The Quant Data, ML, and Financial Markets is your comprehensive guide to mastering the modern world of quantitative finance. Whether you are an aspiring quantitative analyst, a trader, or a finance professional looking to harness the power of data and machine learning, this book provides the tools, techniques, and insights you need to succeed.
Inside, you will
Mathematical Refresher on linear algebra, probability, stochastic processes, and optimization essential for quantitative modeling.
Financial Markets and Understand equities, fixed income, derivatives, and market microstructure.
Data Handling and Feature Learn to collect, clean, and transform financial data while avoiding biases and pitfalls.
Statistical and Machine Learning Regression, classification, time-series models, dimensionality reduction, and reinforcement learning for trading.
Quantitative Trading Alpha generation, factor models, statistical arbitrage, execution, and transaction cost optimization.
Risk Management and Portfolio Techniques for measuring risk, optimizing portfolios, stress testing, and capital allocation.
Alternative Data and Modern Harness text, news, sentiment, high-frequency, and network-based signals responsibly.
Inside, you will
Mathematical Refresher on linear algebra, probability, stochastic processes, and optimization essential for quantitative modeling.
Financial Markets and Understand equities, fixed income, derivatives, and market microstructure.
Data Handling and Feature Learn to collect, clean, and transform financial data while avoiding biases and pitfalls.
Statistical and Machine Learning Regression, classification, time-series models, dimensionality reduction, and reinforcement learning for trading.
Quantitative Trading Alpha generation, factor models, statistical arbitrage, execution, and transaction cost optimization.
Risk Management and Portfolio Techniques for measuring risk, optimizing portfolios, stress testing, and capital allocation.
Alternative Data and Modern Harness text, news, sentiment, high-frequency, and network-based signals responsibly.
42 pages, Kindle Edition
Published December 14, 2025
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