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	<title>human-centred AI &#8211; Rebaie Analytics Group</title>
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		<title>Start Building Human-Centric Machine Learning Solutions Now With our New UC Berkeley Course</title>
		<link>https://rebaiegroup.com/our-ai-and-machine-learning-for-engineering-course-now-at-uc-berkeley/</link>
					<comments>https://rebaiegroup.com/our-ai-and-machine-learning-for-engineering-course-now-at-uc-berkeley/#comments</comments>
		
		<dc:creator><![CDATA[Ali Rebaie]]></dc:creator>
		<pubDate>Sun, 03 Oct 2021 14:08:42 +0000</pubDate>
				<category><![CDATA[Announcements]]></category>
		<category><![CDATA[Human-Centred AI]]></category>
		<category><![CDATA[affective computing]]></category>
		<category><![CDATA[AI]]></category>
		<category><![CDATA[anthropology]]></category>
		<category><![CDATA[bias]]></category>
		<category><![CDATA[chaos theory]]></category>
		<category><![CDATA[engineers]]></category>
		<category><![CDATA[ethics]]></category>
		<category><![CDATA[human-centred AI]]></category>
		<category><![CDATA[phenomenology]]></category>
		<guid isPermaLink="false">https://rebaiegroup.com/?p=214100</guid>

					<description><![CDATA[Rebaie Analytics Group has been leading in its research of AI + I combining artificial intelligence and social sciences. We are glad to announce our President Ali Rebaie's course at the University of California - UC Berkeley Global is now available online! ]]></description>
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<p>With the increasing advancement of AI and ML technologies comes the understanding that our current relationship with AI is deeply shaped by our society’s historical experience with technology. In this course, AI engineers and enthusiasts will gain the skills to design human-centered AI experiences using human-focused science. Learn how to deploy techniques from social science to tackle cognitive gaps and fallacies when building effective computing platforms. Through case studies, practical tips and design anthropology exercises, you observe how anthropology and ML can add a new dimension to AI.</p>
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<p>If you want to become shrewd amid all the disruptions surrounds us now from supply chain challenges to a pandemic, you will need to understand the role of algorithmic based system, that replaced equation-based systems, in looking into complex real world problems and chaos theory&nbsp;and how can you prepare the right culture in your business to become successful in this era.</p>
<p><span style="color: var( --e-global-color-text ); word-spacing: normal;">As a course that takes a human-centric approach, having your valuable thoughts would sparkle interesting discussions around this evolving topic. Let&#8217;s start the discussion!</span></p>
<p>This course is part of an expert seminar series joined by leading experts in Silicon Valley which you can register along with the course at a discounted rate:</p>
<p>&#8211; Alexander Iliev, Ph.D., Lead Instructor at UC Berkeley Extension, Professor and Academic Head at SRH Berlin University of Applied Sciences.</p>
<p>&#8211; Nashlie Sephus, Ph.D., Tech Evangelist at&nbsp;Amazon Web Services (AWS)&nbsp;AI &amp; Founder of theBeanPath.org</p>
<p>&#8211; Michael Wu PhD, Chief AI Strategist at PROS.</p>
<p>&#8211; Ali Rebaie, President, Data Anthropologist at Rebaie Analytics Group.&nbsp;</p>
<p>You can find the course details and registration info <a href="https://extension.berkeley.edu/public/category/courseCategoryCertificateProfile.do?method=load&amp;certificateId=70679810" target="_blank" rel="noopener">here</a>.</p>
<p><img decoding="async" src="https://img.evbuc.com/https%3A%2F%2Fcdn.evbuc.com%2Fimages%2F136432707%2F75246196945%2F1%2Foriginal.20210524-202646?w=800&amp;auto=format%2Ccompress&amp;q=75&amp;sharp=10&amp;rect=0%2C0%2C2160%2C1080&amp;s=72a93cc661d2a3b219d2ee1dd5d0acb3"></p>
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		<title>I saw Facebook&#8217;s newly released Ray-Ban Glasses a Couple of years ago!</title>
		<link>https://rebaiegroup.com/i-saw-facebooks-newly-released-ray-ban-glasses-a-couple-of-years-ago/</link>
					<comments>https://rebaiegroup.com/i-saw-facebooks-newly-released-ray-ban-glasses-a-couple-of-years-ago/#respond</comments>
		
		<dc:creator><![CDATA[Ali Rebaie]]></dc:creator>
		<pubDate>Sat, 11 Sep 2021 23:19:58 +0000</pubDate>
				<category><![CDATA[Evolution of Human Behaviour]]></category>
		<category><![CDATA[AI]]></category>
		<category><![CDATA[anthropology]]></category>
		<category><![CDATA[bias]]></category>
		<category><![CDATA[Facebook]]></category>
		<category><![CDATA[human behavoir]]></category>
		<category><![CDATA[human-centred AI]]></category>
		<category><![CDATA[missinformation]]></category>
		<category><![CDATA[Ray-Ban stories]]></category>
		<guid isPermaLink="false">https://rebaiegroup.com/?p=220636</guid>

					<description><![CDATA[Will we adopt Facebook's new Ray-Ban Stories? Are Tech Companies adopting Bauhaus Design Philosophy, thus, deceiving us  and breaching our privacy?]]></description>
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<p>When was the first time I saw Facebook&#8217;s new smart glasses &#8220;Ray-Ban Stories&#8221;? A couple of minutes ago? Ha&#8230;No, a couple of years ago, and specifically in Leipziger Pl. 9, Berlin, Germany at the Spy&#8217;s museum! In the latter glasses, a tiny digital video camera is integrated into the traditional spy glasses and videos saved into an accompanying recorder. In Facebook&#8217;s glasses, it is stored in your smart phones though&#8230;</p>
<p><img fetchpriority="high" decoding="async" class="alignnone wp-image-220763 size-full" src="https://rebaiegroup.com/wp-content/uploads/2021/10/My-Post-5.png" alt="" width="1200" height="628" srcset="https://rebaiegroup.com/wp-content/uploads/2021/10/My-Post-5.png 1200w, https://rebaiegroup.com/wp-content/uploads/2021/10/My-Post-5-300x157.png 300w, https://rebaiegroup.com/wp-content/uploads/2021/10/My-Post-5-1024x536.png 1024w, https://rebaiegroup.com/wp-content/uploads/2021/10/My-Post-5-768x402.png 768w" sizes="(max-width: 1200px) 100vw, 1200px" /></p>
<p>Two main talking points about this product:</p>
<p><strong>Privacy and Adoption:</strong></p>
<ul>
<li><strong>Privacy?</strong></li>
</ul>
<p>Obviously in AI, I do believe that German&#8217;s Bauhaus Design Philosophy &#8221; Form Follows Function&#8221; does not apply to AI. Even if the LED indicator light flickers on when the Facebook&#8217;s glasses are recording, notifying people that they are being photographed or filmed, different types of biases, uncertainties and discriminations will come into surface from the usage of the product.</p>
<ul>
<li><strong>Adoption?</strong> In a world of deepfakes, we might not be surprised to see a shift in human behaviour that is very similar to the peri-personal space behaviour our ancestors had in the stone age while they experienced stone age technologies. Indeed, we might wear these smart glasses to record interactions with our surroundings so that it protect us from baseless allegations in future automated cities. It also comes with the cool Ray-Ban brand <img src="https://s.w.org/images/core/emoji/15.1.0/72x72/1f609.png" alt="😉" class="wp-smiley" style="height: 1em; max-height: 1em;" /></li>
</ul>
<p>I speak more about these concepts in my newly released UC Berkeley Extension course <a href="https://rebaiegroup.com/our-ai-and-machine-learning-for-engineering-course-now-at-uc-berkeley/">here</a>.</p>
<p>I am happy to know your thoughts/comments?</p>
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		<title>Interview: Adding Human Experience to Tech Cities</title>
		<link>https://rebaiegroup.com/interview-adding-human-experience-to-tech-cities/</link>
					<comments>https://rebaiegroup.com/interview-adding-human-experience-to-tech-cities/#respond</comments>
		
		<dc:creator><![CDATA[Ali Rebaie]]></dc:creator>
		<pubDate>Thu, 05 Mar 2020 14:27:14 +0000</pubDate>
				<category><![CDATA[Interviews]]></category>
		<category><![CDATA[Smart Cities of Humans]]></category>
		<category><![CDATA[5G]]></category>
		<category><![CDATA[AI]]></category>
		<category><![CDATA[anthropology]]></category>
		<category><![CDATA[human behavoir]]></category>
		<category><![CDATA[human-centred AI]]></category>
		<category><![CDATA[sensors]]></category>
		<category><![CDATA[smart cities]]></category>
		<guid isPermaLink="false">https://rebaiegroup.com/?p=222228</guid>

					<description><![CDATA[Ali Rebaie, Data Anthropologist and President of Rebaie Analytics Group, discusses with "The Sustainabilist" Magazine the ways in which anthropology will shape the cities of tomorrow]]></description>
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<div class="ixu-heading StoryCard__StoryTitle-sc-1k5lvnq-2 ewROPo"><span style="color: var( --e-global-color-text ); word-spacing: normal;"><strong>What made you go into the field of anthropology?</strong> </span></div>
<div> </div>
<div class="ixu-heading StoryCard__StoryTitle-sc-1k5lvnq-2 ewROPo"><span style="color: var( --e-global-color-text ); word-spacing: normal;">I had no idea, when I was intrigued by pattern recognition games when I was a kid, that data would become my bread and butter. It wasn’t until I visited Al Hambra castle during 2011 in Granada, Spain that I became fascinated by patterns, mathematics, visual arts, and social sciences manifested in the architecture there. At that time, I used to build data warehouses and I predicted the rise of AI and its innovative applications. It was eyeopening to me, I noticed that what is really needed in this decade for AI to achieve its promise, is arts and social sciences, like anthropology.</span></div>
<div class="ixu-heading StoryCard__StoryTitle-sc-1k5lvnq-2 ewROPo"><span style="color: var( --e-global-color-text ); word-spacing: normal;"> </span></div>
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<p class="Paragraph-sc-1mxv4ns-0 bGbcwt">As AI continues to develop, the only way to make it human-centric is to extend and understand our ancestor’s cognitive evolution and the experiences we aim to achieve. That’s one of the roles of the data anthropologist who constructs and understands the consequences of AI on society along with other influences like privacy and ethics.</p>
<p class="Paragraph-sc-1mxv4ns-0 bGbcwt"><strong>As the global cities begin their transition into smart cities, how can an anthropology perspective aid in this transition?</strong></p>
<p class="Paragraph-sc-1mxv4ns-0 bGbcwt">As cities worldwide aim to become smarter, their ultimate goal is to become percipient, astute, and quick. Anthropology is key in this as it helps city stakeholders understand the historical timeline of a place, behaviours, needs, and feelings of people living there, improve an urban space by observing behaviour, map their emotional experience of a place, and predict how a new construction would affect their current state.</p>
<p class="Paragraph-sc-1mxv4ns-0 bGbcwt">AI combined with urban anthropology, or what we coined at Rebaie Analytics Group, urban data anthropology, helps in mapping the emotional experience of a place by collecting physiological measurements. Anthropology excels at understanding the “why” of human behaviour. Some of the tools used in urban data anthropology to assess urban forms in a city are visual arts, anthropological methods like direct observation, ethnographic methods, machine intelligence, and AI algorithms.</p>
<p class="Paragraph-sc-1mxv4ns-0 bGbcwt">Only with Urban Data Anthropology can we pave the way for an augmented smart city. This transition will enable what I call a “kin-directed city”. Kin selection comes from biology and anthropology, and refers to preferences for kin, and the benefits of mutualism and reciprocity among kin. Humans and machines carry on a cooperative behaviour and inhibit dispersal of resources in an Internet of Things environment. The idea is to have generated data shared with among devices.</p>
<blockquote class="Quote-sc-1am45o4-0 cGgFGI">
<p>This transition will enable what I call a “kin-directed city” </p>
</blockquote>
<p class="Paragraph-sc-1mxv4ns-0 bGbcwt">Citizens in the AI nation will walk down the streets of an augmented city with wearable devices that monitor their health and send them real-time alerts. They will share the data with smart nearby devices like CCTV cameras, drones, and vehicles on the streets. These devices will reward them with bigger computational power than their tiny wearable can achieve.</p>
<p class="Paragraph-sc-1mxv4ns-0 bGbcwt"><strong>Do you believe that creating more human-scale sustainable cities necessitates the analysis of urban environments, and why?</strong></p>
<p class="Paragraph-sc-1mxv4ns-0 bGbcwt">Indeed, the analysis of urban environments stated above is a cornerstone. We are seeing some great efforts to build humanscale sustainable cities for disabled people, like developing a network of sensors to assist the visually impaired to move around independently. However, the term “smart city” is becoming a misleading euphemism of the “ghost city of sensors”. Lee, a citizen of Songdo, Korea’s smart city stated: “When I first came here during the winter,” Lee says, “I felt something cold.” It was not about the weather, it was about human warmth and interaction.Thus, to feel warmth in a smart city, understanding the human experience towards a city, its architecture, and holistic human development is needed.</p>
<p class="Paragraph-sc-1mxv4ns-0 bGbcwt">The physical connection of citizens towards their buildings is not enough, there should be an emotional and spiritual connection to create a “topophilia” towards a place. To illustrate the usage of urban data anthropology to analyse urban environments, AI sensors can show detailed behaviour in a smart building and how they interacted in spaces. But why people behave the way we do is where anthropology excels. These insights could be used to improve productivity and liveability in smart buildings.</p>
<p class="Paragraph-sc-1mxv4ns-0 bGbcwt">Sustainable architecture is reflected in the relationship between the built and natural environment. It influences and is influenced by citizens’ behaviours and both cannot be built and grasped without strong ethical values. Campaigning sustainability will only yield results when everyone is involved, not just urban planners and architects. Thus, the ways urban forms are architected can help us monitor the philosophy, sustainability attitudes, beliefs, and lifestyles, and influences of citizens who architected them.</p>
<p class="Paragraph-sc-1mxv4ns-0 bGbcwt"><strong>Are you optimistic about the future, why or why not?</strong></p>
<p class="Paragraph-sc-1mxv4ns-0 bGbcwt">As humans, we are masters of flexibility and this is what helped our ancestors fight climate change and build a circular economy. Behaviors that shaped our humanity like social learning should be adapted in cities so we can teach each other ethical AI and provide us with an “unforgettable spectacle”.</p>
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