Sign-In
Cart
How Algorithms Create and Prevent Fake News: Exploring the Impacts of Social Media, Deepfakes, Gpt-3, and More
Paperback
PhilosophyGeneral ComputersProgramming
Publisher Price: $44.99
ISBN13: 9781484271544
Publisher: Apress
Published: Jul 15 2021
Pages: 235
Weight: 0.78
Height: 0.52 Width: 6.14 Depth: 9.21
Language: English
It's a joy to read a book by a mathematician who knows how to write. [...] There is no better guide to the strategies and stakes of this battle for the future.
---Paul Romer, Nobel Laureate, University Professor in Economics at NYU, and former Chief Economist at the World Bank.
By explaining the flaws and foibles of everything from Google search to QAnon--and by providing level-headed evaluations of efforts to fix them--Noah Giansiracusa offers the perfect starting point for anyone entering the maze of modern digital media.
--Jonathan Rauch, senior fellow at the Brookings Institute and contributing editor of The Atlantic
From deepfakes to GPT-3, deep learning is now powering a new assault on our ability to tell what's real and what's not, bringing a whole new algorithmic side to fake news. On the other hand, remarkable methods are being developed to help automate fact-checking and the detection of fake news and doctored media. Success in the modern business world requires you to understand these algorithmic currents, and to recognize the strengths, limits, and impacts of deep learning---especially when it comes to discerning the truth and differentiating fact from fiction.
This book tells the stories of this algorithmic battle for the truth and how it impacts individuals and society at large. In doing so, it weaves together the human stories and what's at stake here, a simplified technical background on how these algorithms work, and an accessible survey of the research literature exploring these various topics.
How Algorithms Create and Prevent Fake News is an accessible, broad account of the various ways that data-driven algorithms have been distorting reality and rendering the truth harder to grasp. From news aggregators to Google searches to YouTube recommendations to Facebook news feeds, the way we obtain information todayis filtered through the lens of tech giant algorithms. The way data is collected, labelled, and stored has a big impact on the machine learning algorithms that are trained on it, and this is a main source of algorithmic bias -- which gets amplified in harmful data feedback loops. Don't be afraid: with this book you'll see the remedies and technical solutions that are being applied to oppose these harmful trends. There is hope.
What You Will Learn
- The ways that data labeling and storage impact machine learning and how feedback loops can occur
- The history and inner-workings of YouTube's recommendation algorithm
- The state-of-the-art capabilities of AI-powered text generation (GPT-3) and video synthesis/doctoring (deepfakes) and how these technologies have been used so far
- The algorithmic tools available to help with automated fact-checking and truth-detection
Who This Book is For
People who don't have a technical background (in data, computers, etc.) but who would like to learn how algorithms impact society; business leaders who want to know the powers and perils of relying on artificial intelligence. A secondary audience is people with a technical background who want to explore the larger social and societal impact of their work.
Also in
Philosophy
Solidarity: The Past, Present, and Future of a World-Changing Idea
Taylor, Astra
Hunt-Hendrix, Leah
Hardcover
In the Beginning Was the Deed: Realism and Moralism in Political Argument
Williams, Bernard
Paperback
The American Indian Mind in a Linear World: American Indian Studies and Traditional Knowledge
Fixico, Donald Lee
Paperback
Dreaming of Cinema: Spectatorship, Surrealism, and the Age of Digital Media
Lowenstein, Adam
Paperback
Machine Intelligence and the Imaginal Realm: Spiritual Freedom and the Re-Animation of Matter
Lafitte, Luke
Paperback
The Sociogony: Social Facts and the Ontology of Objects, Things, and Monsters
Worrell, Mark P.
Paperback
On Quality: An Inquiry Into Excellence: Unpublished and Selected Writings
Pirsig, Robert M.
Pirsig, Wendy K.
Hardcover
The Electromagnetic Brain: Em Field Theories on the Nature of Consciousness
Joye, Shelli Renée
Paperback
Philosophy in Turbulent Times: Canguilhem, Sartre, Foucault, Althusser, Deleuze, Derrida
Roudinesco, Elisabeth
Paperback
The New Science of Giambattista Vico: Unabridged Translation of the Third Edition (1744) with the Addition of Practic of the New Science
Vico, Giambattista
Paperback
The Persuaders: At the Front Lines of the Fight for Hearts, Minds, and Democracy
Giridharadas, Anand
Hardcover
The Dream of Reason: A History of Philosophy from the Greeks to the Renaissance
Gottlieb, Anthony
Paperback
The Modes of Scepticism: Ancient Texts and Modern Interpretations
Barnes, Jonathan
Julia, Annas
Annas, Julia
Paperback
Friendship and Society: An Introduction to Augustine's Practical Philosophy
Burt, Donald X.
Paperback
Suffering and the Search for Meaning: Contemporary Responses to the Problem of Pain
Rice, Richard
Paperback
The Philosophy of John Dewey: Volume 1. the Structure of Experience. Volume 2: The Lived Experience
Dewey, John
Paperback
Essays V2: Moral And Entertaining On The Various Faculties And Passions Of The Human Mind (1815)
Clarendon, Edward Hyde Earl of
Paperback
The Daily Stoic: 366 Meditations on Wisdom, Perseverance, and the Art of Living
Holiday, Ryan
Hanselman, Stephen
Hardcover
The Mattering Instinct: How Our Deepest Longing Drives Us and Divides Us
Goldstein, Rebecca Newberger
Hardcover
The Obstacle Is the Way Expanded 10th Anniversary Edition: The Timeless Art of Turning Trials Into Triumph
Holiday, Ryan
Hardcover
Self-Help from the Middle Ages: What the Seven Deadly Sins Can Teach Us about Living
Jones, Peter
Hardcover
Other Minds: The Octopus, the Sea, and the Deep Origins of Consciousness
Godfrey-Smith, Peter
Paperback
The Boy, the Mole, the Fox and the Horse Fifth Anniversary Limited Edition: The Global Bestseller
Mackesy, Charlie
Hardcover
Bless & Release: The physics of letting go-and wanting what's meant for you.
Laporte, Danielle
Paperback
The Ethical Slut, Third Edition: A Practical Guide to Polyamory, Open Relationships, and Other Freedoms in Sex and Love
Hardy, Janet W.
Easton, Dossie
Paperback
Eight Million Ways to Happiness: Wisdom for Inspiration and Healing from the Heart of Japan
Yoda, Hiroko
Hardcover
Self-Reliance and Nature: The Complete First and Second Series of Emerson's Essays
Emerson, Ralph Waldo
Hardcover