https://stream.echo6.co/videos/watch/e402473f-7447-4f48-a982-113207b39e0a As Google prevented Tulsi Gabbard from running campaign ads on Google Search after her successful debate night, the reliability and credibility of moderation driven by machine-learning algorithms is put to question. Support independent content by donating Monero or Bitcoin Monero: 84DYxU8rPzQ88SxQqBF6VBNfPU9c5sjDXfTC1wXkgzWJfVMQ9zjAULL6rd11ASRGpxD1w6jQrMtqAGkkqiid5ef7QDroTPp Bitcoin: 1HkDxXAVDFhBHSyRjam5WW5uoY88sxn5qz On the night after the first Democratic debates, Tulsi Gabbard was the single most Google-searched candidate by far. However, Google suspended her advertising account for 6 hours and so drastically limited her ability to direct newcomers to her campaign website. The classic argument goes that machine-learning algorithms are mathematical, and by their very nature, neutral and unbiased. In reality, algorithms reinforce biases they learn about from their training data. These are the biases identified in the video that can negatively impact outcomes of machine-learning algorithms: a) Incorporated biases from the training data, b) Bad training data, User-manipulated bias, Manual interference, Marginalizing minorities, Corporate (for profit/influence) bias, References: [1] https://www.salon.com/2019/07/25/tulsi-gabbard-sues-google-for-50-million/ [2] https://thehill.com/policy/technology/454746-tulsi-gabbard-sues-google-over-censorship-claims [3] https://www.theguardian.com/technology/2018/oct/16/facebook-political-activism-pages-inauthentic-behavior-censorship ; b) https://www.washingtontimes.com/news/2017/oct/23/internet-giants-show-power-to-shape-politics/ [4] https://gizmodo.com/former-facebook-workers-we-routinely-suppressed-conser-1775461006 [5] https://www.statista.com/statistics/216573/worldwide-market-share-of-search-engines/ b) https://www.omnicoreagency.com/facebook-statistics/ [6] https://techcrunch.com/2014/07/09/yelp-google-anti-trust/ [7] https://www.mtu.edu/magazine/2019-1/stories/algorithm-bias/ [8] https://www.nytimes.com/2015/07/10/upshot/when-algorithms-discriminate.html [9] https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing [10] https://www.theguardian.com/technology/2016/dec/16/google-autocomplete-rightwing-bias-algorithm-political-propaganda [11] https://www.businessinsider.de/amazon-built-ai-to-hire-people-discriminated-against-women-2018-10?op=1&r=US&IR=T [12] https://www.theverge.com/2019/4/5/18287318/youtube-logan-paul-pewdiepie-demonetization-adpocalypse-premium-influencers-creators [13] https://eu.usatoday.com/story/tech/2017/10/05/youtube-alters-algorithm-after-searches-las-vegas-shooting-turn-up-conspiracy-theories/736548001/ [14] https://medium.com/@mrtz/how-big-data-is-unfair-9aa544d739de [15] https://www.reuters.com/article/us-amazon-com-facial-recognition/amazons-face-id-tool-mismatched-28-members-of-congress-to-mug-shots-aclu-idUSKBN1KG1K7 [16] https://www.nytimes.com/2019/04/03/technology/amazon-facial-recognition-technology.html [17] http://www.benedelman.org/hardcoding/ [18] https://www.businessinsider.com/evidence-that-google-search-results-are-biased-2014-10 [19] https://techcrunch.com/2014/07/09/yelp-google-anti-trust/ [20] https://qz.com/823922/eric-schmidt-played-a-crucial-role-in-team-hillarys-election-tech/ [21] https://www.youtube.com/watch?v=tck3d_Hg4XQ Credits Music by CO.AG Music https://www.youtube.com/channel/UCcavSftXHgxLBWwLDm_bNvA Follow me: https://twitter.com/The_HatedOne_ https://www.bitchute.com/TheHatedOne/ https://www.reddit.com/r/thehatedone/ https://www.minds.com/The_HatedOne The footage and images featured in the video were for critical analysis, commentary and parody, which are protected under the Fair Use laws of the United States Copyright act of 1976. Fri, 17 Apr 2026 10:17:57 GMT https://validator.w3.org/feed/docs/rss2.html PeerTube - https://stream.echo6.co https://stream.echo6.co/client/assets/images/icons/icon-512x512.png https://stream.echo6.co/videos/watch/e402473f-7447-4f48-a982-113207b39e0a All rights reserved, unless otherwise specified in the terms specified at https://stream.echo6.co/about and potential licenses granted by each content's rightholder.