Machine Learning for Options Trading: Building Alpha with Data-Driven Signals: Predictive Modeling, Feature Engineering, and Risk-Aware Execution for

Name: Machine Learning for Options Trading: Building Alpha with Data-Driven Signals: Predictive Modeling, Feature Engineering, and Risk-Aware Execution for
Brand: Atlantic Books
SKU: 9798268328554
Price: 3671.0 INR
Availability: InStock

by Alice Schwartz , Hayden Van Der Post

Save 9%

₹3,671.00

₹4,045.00

(-9%)

₹3,671.00

Imported Edition - Ships in 18-21 Days

Free Shipping in India on orders above Rs. 500

Request Bulk Quantity Quote

Name

Quantity

+91

Company Name

Message

Quantity

More Information

ISBN13: 9798268328554
Binding: Paperback
Subject: N/A
Publisher: Independently Published
Publisher Imprint: Independently Published
Publication Date: October 3, 2025
Pages: 674
Original Price: GBP 31.97
Language: English
Edition: N/A
Item Weight: 885 grams
BISAC Subject(s): Investments & Securities / Options

About The Book

Reactive Publishing

Unlock the Power of Machine Learning to Gain a Competitive Edge in Options Markets

In today's hyper-competitive financial landscape, traditional options trading strategies are no longer enough. Machine Learning for Options Trading bridges the gap between theoretical finance and real-world execution by giving you a practical, end-to-end framework to build predictive models, generate trading signals, and optimize execution using Python.

This book is your tactical playbook for deploying supervised and unsupervised learning methods to uncover actionable insights buried in options data. From volatility surfaces and skew metrics to time-decay and delta shifts, you'll learn how to engineer features that matter, and turn those features into alpha-generating signals.

What You'll Learn

Feature Engineering for Derivatives: Moneyness, IV rank, skew, term structure, gamma exposure, and more
Signal Generation with ML Models: Random forests, gradient boosting, and ensemble techniques
Time Series Forecasting for Options: LSTM and sequence modeling for implied volatility and delta reversion
Risk-Aware Portfolio Construction: Designing delta/vega/gamma-neutral baskets
Backtesting & Execution: Walk-forward validation, slippage modeling, and trade simulation

Tools and Frameworks Covered

Python (Pandas, NumPy, Scikit-learn, XGBoost, TensorFlow, Keras)
OptionMetrics-style datasets and real-time feeds
Custom backtesting engines for options-specific performance

Who This Book Is For

Quantitative traders seeking a machine learning edge
Data scientists entering derivatives markets
Options professionals upgrading their tech stack
Python developers moving into finance

Whether you're a seasoned quant or a self-taught trader, this book will help you transition from back-of-the-envelope models to machine-learned alpha with statistical rigor and automation.

Data is the new edge. Machine learning is how you extract it.
Build smarter signals. Trade with conviction. Outperform the crowd.

Trusted for over 49 years

Family Owned Company

Secure Payment

All Major Credit Cards/Debit Cards/UPI & More Accepted

New & Authentic Products

India's Largest Distributor

Need Support?

Whatsapp Us

Related Category

business & economics > investments & securities / options

Bestselling

View All

Atomic Habits (Lead Title)

Clear, James

₹585

₹899

(-35%)

₹585

• Author(s): Clear | James • Publisher: Penguin • Publisher Imprint: Penguin Random House • Subject: General Books

Diary of a Wimpy Kid: Partypooper (Book 20)

Jeff Kinney

₹455

₹699

(-35%)

₹455

• Author(s): Jeff Kinney • Publisher: Penguin Random House Children's UK • Publisher Imprint: Penguin Random House Children's UK • BISAC: Comics & Graphic Novels - Humorous

Ikigai

Hector Garcia

₹390

₹599

(-35%)

₹390

• Author(s): Hector Garcia • Publisher: Penguin • Publisher Imprint: Penguin Random House • Subject: General Books

The Courage To Be Disliked How To Free Yourself Change Your Life And Achieve Real Happiness Courage To Series

Ichiro Kishimi

₹358

₹550

(-35%)

₹358

• Author(s): Ichiro Kishimi • Publisher: GROVE ATLANTIC • Publisher Imprint: Allen & Unwin • BISAC: Personal Growth - SuccessIchiro Kishimi lives in Kyoto. He writes, lectures and teaches in psychiatric clinics as a certified counsellor and c...

View full details

12 Years: My Messed-up Love Story

Chetan Bhagat

₹260

₹399

(-35%)

₹260

• Author(s): Chetan Bhagat • Publisher: HarperCollins Publishers India • Publisher Imprint: HarperCollins Publishers India • BISAC: GeneralFrom India's top-selling writer Chetan Bhagat comes a powerful new love story that will make you laugh, cry...

View full details

The Mountain Is You: Transforming Self-Sabotage Into Self-Mastery

Brianna Wiest

₹260

₹399

(-35%)

₹260

• Author(s): Brianna Wiest • Publisher: Manjul Publishing • Publisher Imprint: Amaryllis • BISAC: Body Mind And SpiritThis is a book about self-sabotage. Why we do it, when we do it, and how to stop doing it—for good. Coexisting but conflicting n...

View full details

The Art of Spending Money: Simple Choices for a Richer Life

Morgan Housel

₹290

₹499

(-42%)

₹290

• Author(s): Morgan Housel • Publisher: Pan Macmillan • Publisher Imprint: Pan Macmillan • BISAC: Finance - Wealth ManagementA third book from the International bestselling author of The Psychology of Money and Same as Ever, lessons on harnessing...

View full details

Mother Mary Comes To Me

Arundhati Roy

₹585

₹899

(-35%)

₹585

• Author(s): Arundhati Roy• Publisher: PRH INDIA LOCAL PRINT• Publisher Imprint: Penguin Hamish Hamilton• BISAC: Literary FiguresArundhati Roy’s first work of memoir, this is a soaring account, both intimate and inspiring, of how the author became...

View full details

Truth without Apology: A Guide for Those Who Can Stand It

Acharya Prashant

₹260

₹399

(-35%)

₹260

• Author(s): Acharya Prashant • Publisher: HarperCollins Publishers India • Publisher Imprint: HarperCollins Publishers India • BISAC: GeneralIn a world where vagueness is mistaken for depth and obscurity passes for wisdom, Truth without Apology ...

View full details

Grandma's Bag of Stories

Sudha Murthy

₹179

₹275

(-35%)

₹179

• Author(s): Sudha Murthy • Publisher: India Puffin • Publisher Imprint: India Puffin • BISAC: Short StoriesWho can resist a good story, especially when it's being told by Grandma? From her bag emerges tales of kings and cheats, monkeys and mic...

View full details

Days at the Morisaki Bookshop

Satoshi Yagisawa

₹260

₹399

(-35%)

₹260

• Author(s): Satoshi Yagisawa • Publisher: Bonnier Books Ltd • Publisher Imprint: Bonnier Books Ltd

Deep Work: Rules For Focused Success In A Distracted World

Newport, Cal

₹260

₹399

(-35%)

₹260

• Author(s): Newport, Cal • Publisher: Little, Brown Book Group • Publisher Imprint: Piatkus

Can We Be Strangers Again?: A National Bestseller

Shrijeet Shandilya

₹195

₹299

(-35%)

₹195

• Author(s): Shrijeet Shandilya • Publisher: Ebury Press • Publisher Imprint: Ebury Press • BISAC: Romance - GeneralIn the electric haze of college life, three friends are bound by laughter, late-night talks and unspoken promises. But when two of...

View full details

The Secret of Secrets: (Robert Langdon Book 6)

Dan Brown

₹2,245

₹3,250

(-31%)

₹2,245

• Author(s): Dan Brown • Publisher: Transworld Publishers Ltd • Publisher Imprint: Transworld Publishers Ltd • BISAC: Thrillers - EspionageDan Brown is the bestselling author of Digital Fortress, Deception Point, Angels and Demons, The Da Vinci C...

View full details

Magic of the Lost Temple

Sudha Murty

₹179

₹275

(-35%)

₹179

• Author(s): Sudha Murty • Publisher: India Puffin • Publisher Imprint: India Puffin • BISAC: Action & Adventure - General

Rich Dad Poor Dad: What the Rich Teach Their Kids about Money That the Poor and Middle Class Do Not!

₹390

₹599

(-35%)

₹390

• Publisher: Penguin • Publisher Imprint: Penguin Random House • Subject: General Books • BISAC: Personal Finance - GeneralApril of 2022 marks a 25-year milestone for the personal finance classic Rich Dad Poor Dad that still ranks as the #1 Pers...

View full details

World’S Greatest Books For Personal Growth & Wealth (Set Of 4 Books) : Perfect Motivational

Dale Carnegie, Napoleon Hill

₹390

₹599

(-35%)

₹390

• Author(s): Dale Carnegie | Napoleon Hill • Publisher: Fingerprint • Publisher Imprint: Fingerprint • Subject: General Books

The Housemaid: An Addictive Psychological Thriller With Mind-Bending Twists

Freida Mcfadden

₹358

₹550

(-35%)

₹358

• Author(s): Freida Mcfadden • Publisher: Penguin Select Print • Publisher Imprint: Penguin Select Publishing"Multi-Million Copy Bestselling Series •Now Being Made Into a Major Motion Picture Starring Sydney Sweeney and Amanda Seyfried #1 New Yor...

View full details

101 Tales: The Great Panchatantra Collection

Wonder House Books

₹390

₹599

(-35%)

₹390

• Author(s): Wonder House Books • Publisher: Wonder House Books • Publisher Imprint: Wonder House Books • BISAC: Comics & Graphic Novels - Fairy Tales, Folklore, Legends & MTimeless Wisdom, Talking Animals & Life Lessons for Young Min...

View full details

Man's Search For Meaning

Viktor E. Frankl

₹260

₹399

(-35%)

₹260

• Author(s): Viktor E. Frankl • Publisher: Random House • Publisher Imprint: Random Hou • Subject: Medical, Nursing and Health Sciences

Bacchon KI Doctor's Desi Parenting Book: A Doctor-Mom's Guide to Milk, Myths, Motherhood and More

Madhavi Bharadwaj

₹260

₹399

(-35%)

₹260

• Author(s): Madhavi Bharadwaj • Publisher: PRH India • Publisher Imprint: Penguin Ebury Press • BISAC: Parenting - MotherhoodWelcome to the wild, messy, wonderful world of parenting--where the nights are long, the diapers are explosive, and unso...

View full details

The Outsider

Vir Das

₹455

₹699

(-35%)

₹455

• Author(s): Vir Das • Publisher: HarperCollins Publishers India • Publisher Imprint: HarperCollins Publishers India • BISAC: Entertainment & Performing ArtsComedian and actor Vir Das is beloved (by some, tolerated by others, blocked by a few...

View full details

The Very Hungry Caterpillar

Eric Carle

₹293

₹450

(-35%)

₹293

• Author(s): Eric Carle • Publisher: Penguin Books, Limited (UK) • Publisher Imprint: Penguin Books, Limited (UK) • BISAC: Animals - Butterflies, Moths & CaterpillarsEric Carle's The Very Hungry Caterpillar is a perennial favourite with child...

View full details

Too Good to Be True : A smart, funny will-they-won’t-they romance by mostlysane

Prajakta Koli

₹260

₹399

(-35%)

₹260

• Author(s): Prajakta Koli • Publisher: Harper Fiction India • Publisher Imprint: Harper Fiction India • BISAC: Romance - ContemporaryWinner of the Amazon India Popular Choice Debut Book 2025 Award. From one of India's most-loved creators comes s...

View full details

Machine Learning for Options Trading: Building Alpha with Data-Driven Signals: Predictive Modeling, Feature Engineering, and Risk-Aware Execution for

Related Category

Bestselling

Atomic Habits (Lead Title)

Diary of a Wimpy Kid: Partypooper (Book 20)

Ikigai

The Courage To Be Disliked How To Free Yourself Change Your Life And Achieve Real Happiness Courage To Series

12 Years: My Messed-up Love Story

The Mountain Is You: Transforming Self-Sabotage Into Self-Mastery

The Art of Spending Money: Simple Choices for a Richer Life

Mother Mary Comes To Me

Truth without Apology: A Guide for Those Who Can Stand It

Grandma's Bag of Stories

Days at the Morisaki Bookshop

Deep Work: Rules For Focused Success In A Distracted World

Can We Be Strangers Again?: A National Bestseller

The Secret of Secrets: (Robert Langdon Book 6)

Magic of the Lost Temple

Rich Dad Poor Dad: What the Rich Teach Their Kids about Money That the Poor and Middle Class Do Not!

World’S Greatest Books For Personal Growth & Wealth (Set Of 4 Books) : Perfect Motivational

The Housemaid: An Addictive Psychological Thriller With Mind-Bending Twists

101 Tales: The Great Panchatantra Collection

Man's Search For Meaning

Bacchon KI Doctor's Desi Parenting Book: A Doctor-Mom's Guide to Milk, Myths, Motherhood and More

The Outsider

The Very Hungry Caterpillar

Too Good to Be True : A smart, funny will-they-won’t-they romance by mostlysane

Customer Reviews

Added to your cart:

Machine Learning for Options Trading: Building Alpha with Data-Driven Signals: Predictive Modeling, Feature Engineering, and Risk-Aware Execution for

Related Category

Bestselling

Customer Reviews

Country

Country