AI Quantitative Methods

Anand Vemula

Summary

AI Quantitative Methods explores the essential mathematical and statistical foundations underpinning artificial intelligence, progressing through machine learning fundamentals to advanced quantitative techniques and practical applications. The book begins with foundational topics such as linear algebra, probability, optimization, and information theory, providing the rigorous tools necessary to understand AI models. It then dives into core machine learning concepts, including supervised and unsupervised learning, evaluation metrics, probabilistic models, and deep learning architectures, emphasizing the quantitative reasoning behind algorithm design and performance assessment.
 
The advanced section addresses specialized topics like Bayesian machine learning, time series forecasting, reinforcement learning, causal inference, and game theory, highlighting how quantitative methods facilitate robust AI solutions in complex, dynamic environments. The final part connects theory with real-world applications across natural language processing, computer vision, financial modeling, operations research, and ethics in AI. It shows how quantitative techniques optimize decision-making, improve predictive accuracy, and ensure fairness and explainability in AI systems.
 
Throughout, the book emphasizes detailed mathematical formulations and algorithmic insights without unnecessary introductions or summaries, targeting readers seeking deep technical understanding. By blending theory with practical examples, it equips data scientists, AI researchers, and quantitative analysts with the tools to develop, evaluate, and deploy AI systems effectively across diverse domains.

Available since: 05/30/2025.

Print length: 78 pages.

Other books that might interest you

Finding Genius: Stories Told by...

Richard Jacobs

A lifelong fascination with all things bones. A four-decades-long hunt for the specimens of 2,500+ species past and present. An unwavering desire to preserve, appreciate, and display this rich history of life on Earth. 
These things led to the establishment of the largest privately-held collection of osteological pieces in the world; a place where science displays are more like works of art ... capturing the attention of every eye that lands upon them, and telling a profound story without uttering a single word. 
I'm Richard Jacobs. A casual trip with my family to a bone museum sparked a number of observations that I found too intriguing not to share. 
Enjoy. And please, never stop being curious, and never stop asking questions – the good ones can lead to the greatest discoveries of mankind.

Show book

Narcissists Gaslighting Dark...

Sarah Evanson

Narcissists, Gaslighting, Dark Psychology & Manipulation (2 in 1): Divorcing & Co-Parenting With A Narcissist, Narcissistic Abuse Recovery & Preventing Future Toxic Relationships 
This audiobook contains two books in one - Divorcing & Co-Parenting With A Narcissist, and Gaslighting & Narcissistic Abuse Recovery & Preventing Toxic Relationships. 
The first part of the audiobook is dedicated to those who are struggling to divorce or co-parent with a narcissist. It provides you with effective strategies to manage the narcissist's manipulation tactics, and create a plan to protect yourself and your children from further harm. 
It also teaches you how to prevent future toxic relationships by understanding the traits of manipulators and learning how to set healthy boundaries. 
Here's a tiny example of what you can find inside:Reveals The Hidden Tactics And Techniques Used By Manipulative Individuals To Control And Exploit Their Targets - And How You Can Make Sure You Aren’t OneProvides A Deep Understanding Of Covert Emotional Manipulation, Brainwashing, Gaslighting, And Mind Control - And How These Are Used On A Global ScaleExplore The Challenges Of Co-Parenting With A Narcissist And Strategies For Protecting Yourself And Your ChildrenFind Practical Tips And Tools For Healing And Reclaiming Your Self-Worth So You Can Live A Happy Life Beyond Your Narcissist 
So, Whether You Need To Understand & Heal From A Narcissist or Want A Deeper Understanding Of The Dark Side Of The Human Mind Scroll Up Today & Click “Buy This Audiobook” To Get Over 10 Hours Of Practical Information!

Show book

How to Feel - An Ancient Guide...

The Buddha

To feel is to suffer. But do we have to suffer as much as we do? Twenty-five hundred years ago, the Buddha discovered that practices of mindfully observing our feelings and emotions can help us gain some distance from them. In How to Feel, Maria Heim provides new translations of essential early Buddhist teachings on mindfulness meditation and connects them to recent findings in psychology and neuroscience. A superb meditation manual and insightful exploration of psychology, the book also provides a brief introduction to Buddhism.Drawing from the Samyutta Nikaya, an early canonical collection, How to Feel introduces Buddhist practices of mindfulness. Using them, we can watch feelings come and go like winds passing through the sky. We can observe what causes our negative emotions and learn to shift our attention to other things. We can see where emotions lead us and learn to redirect them. We will still feel, but, with practice, emotions will have less control over us.Just as they did in ancient India, the teachings in How to Feel offer today’s audiences radically new and more enlightened ways to experience emotions.

Show book

Wild West’s Most Influential...

Editors Charles River

Space may be the final frontier, but no frontier has ever captured the American imagination like the “Wild West”, which still evokes images of dusty cowboys, outlaws, gunfights, gamblers, and barroom brawls over 100 years after the West was settled. A constant fixture in American pop culture, the 19th century American West continues to be vividly and colorful portrayed not just as a place but as a state of mind.
Almost absent in the perceptions of modern America is the comprehension of African Americans participating so prolifically in the building of the nation. Print fiction idealizing the cowboy life to Eastern readers would not depict what had ignited the war for which so many had an utter revulsion. The black man of the post-war years did not inspire the white spirit so essential for reveling in the old system. The 20th century’s television and cinematic offerings operated on the same drive, and the existence of black cattle workers was all but blotted out. Indeed, many of the modern age are barely aware that an African-American ever “stepped foot on the West bank of the Mississippi River.” No one saw the black cowboy on screen or in print, the two information industries that shaped our perception of America’s westward expansion. Therefore, a collective assumption that they must never have existed at all was nationally internalized.
However, as UCLA professors Philip Durham and Everett L. Jones, authors of The Negro Cowboys, reminded readers, about 25% of cowboys working in the West were African-American. They further noted that former slaves emigrating from the South entered virtually every viable profession in the plains, mountain ranges, and on to the Pacific. Their contribution ranged from the military to mining, exploration, farming, and in the construction of the West’s first towns.

Show book

Baltic Mythology and Folklore

Niina Niskanen

Embark on a journey into the mystical realm of Baltic mythology with this captivating audio book. Immerse yourself in the enchanting tales of gods and goddesses, where ancient legends come to life. From the powerful deities who shape the cosmos to the magical creatures that roam the lands, these stories will transport you to a world filled with wonder and intrigue. Let your imagination run wild as you listen to these mesmerizing narratives, perfect for both mythology enthusiasts and those seeking a fantastical escape from reality. 
Baltic mythology covers a lot of gods, goddesses and magical beings. These stories from Lithuania and Latvia are filled with mythical creatures, mighty heroes, and heartbreaking tales and they show us glimpses into the past, the old way of life in the Baltic lands. What was life like in the farming communities, sacrificing to the gods and following the pagan wheel of the year. 
In this book, you will learn about the history of Baltic gods and goddesses. The sun goddess Saule who, after riding in the sky landed in the sea with her beautiful stallions. The mighty sky god Dievas, who dressed up like an ancient Baltic lord, and Perkunas the Thunder god, were worshipped as the bringer of rain and the fertility of the land. People swore oaths in his name. Zemyna the mother earth, which Lithuanians and Latvians worshipped, kissed her and bid her good night.  
Discover the captivating allure of Baltic mythology today.

Show book

The Tempest

William Shakespeare

What happens when revenge gives way to mercy?

The Tempest is one of William Shakespeare's most enchanting and thought-provoking plays. Set on a mysterious island after a violent storm, the story follows Prospero, a wronged duke who wields magical power to control fate, enemies, and even nature itself.

As shipwrecked nobles confront betrayal, ambition, and illusion, Shakespeare weaves a tale rich with magic, music, and wonder. Through unforgettable characters such as Ariel and Caliban, the play explores themes of authority, freedom, colonization, forgiveness, and the healing power of compassion.

Often considered Shakespeare's farewell to the stage, The Tempest blends fantasy with deep human insight, offering a hopeful vision of reconciliation and renewal.

Inside this eBook, you'll experience:

A magical island world filled with wonder and mystery

Themes of power, forgiveness, and transformation

Lyrical language and unforgettable characters

One of Shakespeare's most imaginative and symbolic plays

Widely studied and performed across the world, The Tempest remains essential reading for anyone interested in classic literature, theater, and the power of imagination.

Enter the storm, and discover the calm beyond it. Buy now and experience one of Shakespeare's most visionary masterpieces.

Show book