000 02378nam a22002057a 4500
005 20240219184558.0
008 240219b |||||||| |||| 00| 0 eng d
020 _a9781484275696
082 _a302.231
_bGIA
100 _aGiansiracusa, Noah
_914438
245 _aHow algorithms create and prevent fake news:
_bexploring the impacts of social media, deepfakes, GPT-3, and more
260 _bApress
_aNew York
_c2023
300 _axii, 235 p.
365 _aINR
_b699.00
520 _aFrom 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 today is 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. (https://link.springer.com/book/10.1007/978-1-4842-7155-1#about-this-book)
650 _aMachine learning
_915068
650 _aComputer algorithms
_916150
650 _aSocial media
_913507
942 _cBK
_2ddc
999 _c6187
_d6187