Attacks on Machine Learning Systems and What to Do about Them Siva Kumar, Ram Shankar. creator Anderson, Hyrum. text xx Newark John Wiley & Sons, Incorporated 2023 monographic eng

electronic resource

1 online resource (231 p.) Cover -- Title Page -- Copyright Page -- Contents -- Foreword -- Introduction -- Chapter 1 Do You Want to Be Partof the Future? -- Business at the Speed of AI -- Follow Me, Follow Me -- In AI, We Overtrust -- Area 52 Ramblings -- I'll Do It -- Adversarial Attacks Are Happening -- ML Systems Don't Jiggle-Jiggle -- They Fold -- Never Tell Me the Odds -- AI's Achilles' Heel -- Chapter 2 Salt, Tape, and Split-Second Phantoms -- Challenge Accepted -- When Expectation Meets Reality -- Color Me Blind -- Translation Fails -- Attacking AI Systems via Fails -- Autonomous Trap 001 -- Common Corruption Chapter 3 Subtle, Specific, and Ever-Present -- Intriguing Properties of Neural Networks -- They Are Everywhere -- Research Disciplines Collide -- Blame Canada -- The Intelligent Wiggle-Jiggle -- Bargain-Bin Models Will Do -- For Whom the Adversarial Example Bell Tolls -- Chapter 4 Here's Something I Foundon the Web -- Bad Data = Big Problem -- Your AI Is Powered by Ghost Workers -- Your AI Is Powered by Vampire Novels -- Don't Believe Everything You Read on the Internet -- Poisoning the Well -- The Higher You Climb, the Harder You Fall -- Chapter 5 Can You Keep a Secret? Why Is Defending Against Adversarial Attacks Hard? -- Masking Is Important -- Because It Is Possible -- Masking Alone Is Not Good Enough -- An Average Concerned Citizen -- Security by Obscurity Has Limited Benefit -- The Opportunity Is Great -- the Threat Is Real -- the Approach Must Be Bold -- Swiss Cheese -- Chapter 6 Sailing for Adventure on the Deep Blue Sea -- Why Be Securin' AI Systems So Blasted Hard? An Economics Perspective, Me Hearties! -- Tis a Sign, Me Mateys -- Here Be the Most Crucial AI Law Ye've Nary Heard Tell Of! -- Lies, Accursed Lies, and Explanations! -- No Free Grub Whatcha measure be whatcha get! -- Who Be Reapin' the Benefits? -- Cargo Cult Science -- Chapter 7 The Big One -- This Looks Futuristic -- By All Means, Move at a Glacial Pace -- You Know How That Thrills Me -- Waiting for the Big One -- Software, All the Way Down -- The Aftermath -- Race to AI Safety -- Happy Story -- In Medias Res -- Appendix A Big-Picture Questions -- Acknowledgments -- Index -- EULA Description based upon print version of record. Machine learning Computer security Q325.5 Siva Kumar, Ram Shankar Newark : John Wiley & Sons, Incorporated,c2023 1119883997 9781119883999 https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=3586774 https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=3586774 EBZ 230415 20251029164107.0 on1375292343 eng