AI & Autonomous Vehicles | Where are We Now?
AI & Autonomous Vehicles | Where are We Now?
Vicar Sayeedi
May 6, 2021
What is the future of Artificial Intelligence enabled autonomous vehicles? For some years now, tech entrepreneurs have offered the exciting prospect of a world in which self-driving taxis buzz about town at our beck and call. A few years ago, the president of Lyft, the ride hailing application, described a fantastic vision of what a future with autonomous vehicles and taxis might look like. John Zimmer predicted that vehicle ownership would decline dramatically as people would prefer to hail autonomous taxis and pay for them via various schemes tailored to their needs and usage patterns.
Even today, the idea of autonomous vehicles remains quite exciting: imagine future urban settings without large areas set aside for temporary vehicle storage including unsightly parking lots and vertical garages. Imagine these eyesores now replaced with wonderful public facilities including gardens, playgrounds, scenic parks and walking paths. Imagine your favorite metro area without the menace of inebriated drivers harming themselves and others or crazy teens creating chaos on the streets. It was an exciting idea that was expected to be a reality by 2021.
Zimmer’s vision promised to transform society not to mention the safety of transport. So what happened? What went wrong? In the final analysis, will realizing Zimmer and other tech entrepreneurs’ vision of autonomous vehicles turn out to be nothing more than a costly fantasy? And when considering the numerous other challenges humankind now faces, shouldn’t we be investing in a very different vision for transport anyway?
It seems the notion of AI-enabled autonomous vehicles may not be quite the solution we need given current realities. So with the arrival of 2021, Lyft has now sold its autonomous vehicle division to Toyota for a mere $550 million. Meanwhile, Google’s autonomous vehicle division, Waymo, has recently appointed new leaders and in the end of 2020, Uber sold its self-driving division, as well. More ominously, in a recent filing with the Securities and Exchange Commission, Tesla, the most outspoken voice in the autonomous vehicle sector, acknowledged that they might never realize their vision of fully autonomous vehicles.
Across the autonomous vehicle industry, the technology is proving to be incredibly hard to realize while simultaneously consuming billions of dollars of investment in research and development as well as engineering effort and time. These are critically important financial and engineering resources needed in many other places within society. Additionally, the public policy infrastructure needed to support these vehicles – issues including state investment in highways and local roads, as well as in necessary regulatory oversight of the industry and the technology – has not kept pace. Complex legal matters regarding liability in the case of accidents as well as limitations of Artificial Intelligence due to the quality and breadth of data used to train these systems have also proven problematic.
Climate Scientists have warned us that we are collectively emitting 51 billion tons of CO2 gases into the atmosphere every year and this needs to be reduced to zero by 2050 if we are to avoid the worst outcomes of climate change in tropical and temperate zones on Earth. Manufacturing, electricity generation, agriculture and transportation collectively account for 93% of these emissions with the remaining 7% attributed to the heating and cooling of residential and commercial buildings. Given the complex geopolitical, scientific and technological challenges involved in effectively confronting the climate issue, public intellectuals are beginning to conclude that humankind might be better served by investment in urban development and transportation policies that directly address this broader climate goal rather than a technically superior autonomous vehicle vision that does little to support the more pressing objective.
With so much research in the autonomous vehicle sector we are beginning to realize that ubiquitous autonomous vehicles may not be possible as initially conceived. Perhaps for them to succeed more broadly we may need to reconfigure the entire transportation network of roads and highways with a system that is purpose built for autonomous vehicles. Furthermore, it may be the case that human drivers and autonomous vehicles simply cannot coexist within the same transportation network.
Although private test tracks can host autonomous vehicles and although these vehicles may perform effectively in such environments or in carefully planned commercial zones in some metro areas, these vehicles seem to be incapable of tackling critical edge situations or unpredictable scenarios such as a deer suddenly crossing the road, an overturned ambulance on fire, a pedestrian crossing somewhere other than in a designated zone or other unique scenarios that humans can encounter and easily contend with. Human drivers encounter these unique situations frequently, however, we are unable to predict how an AI agent might behave or react in similar unpredictable situations that were not present in the dataset on which the Agent was trained.
To be sure, the vision of self-driving cars has not been abandoned. In fact, Alphabet’s Waymo recently raised over $3 billion in additional funding so interest in autonomous vehicles remains high. But Waymo’s recent activities suggest that the path forward for these self-driving vehicles remains fraught with numerous regulatory and technical challenges that will take far longer to resolve than previously estimated. Given this reality, perhaps we ought to invest in solutions that are known to work better with minimal investment, solutions including energy efficient buses, trains and other public transport. They are known quantities that can be strengthened and made more accessible with a fraction of the financial and engineering resources that have been poured into autonomous vehicle research.
Vicar Sayeedi is a Computer Scientist and Engineer, a Lecturer and a Consultant. Vicar is also the author of several books. His most recent book is about Artificial Intelligence and is titled, The Génome Affair.
Vicar is most interested in the big questions facing humankind. He is particularly focused on studying at the confluence of the five great disciplines of Human History, Political Science and Thought, International Affairs, Science and Technology. This intersection offers a deep understanding and pedagogically important lessons of how advances in human endeavor have influenced and impacted civilization.
Vicar has been writing books, essays and poetry for many years. For the past 30 years, Vicar has worked in the Technology and Pharmaceutical industries. He is currently a Consultant in the Life Sciences Industry and lives in suburban Chicago with his wife and their three grown children [if they decide to visit during the holidays!]
You can find Vicar’s recent book on AI, The Génome Affair on Amazon at this link:
https://www.amazon.com/dp/B07YQ7M9Q7
The most recent episodes of Vicar’s ai & u! Podcast are on YouTube at the following links:
Episode 1 - https://youtu.be/yNYr28jtY_k
What is Artificial Intelligence? What is Human Intelligence?
Episode 2 - https://youtu.be/kAEgDNh1Nwc
How Did We Get Here? Machine Learning, Neural Networks & the AI Lexicon, Exciting AI Agents
Episode 3 - https://youtu.be/3PYCyv1pCgM
Deep Mind - How Powerful is Narrow AI? State Surveillance and Surveillance Capitalism
Episode 4 - https://youtu.be/WvobCMIM_H4
Impact on Societies That Possess Artificial Intelligence Versus Those that Do Not!
Episode 5 - https://youtu.be/4JVpvm4g79g
Surveillance Capitalism, Surveillance State, 4th Industrial Revolution, Bifurcation of Sapiens
Episode 6 - https://youtu.be/e1q2GgcWQok
AI, Blockchain & Quantum Computing - Implications for Global and National Governance
Episode 7 - https://youtu.be/4bDSUvrOdd4
Popular Perceptions of Intelligence, the Seat of Human Intelligence and Implications for AI
Episode 8 - https://youtu.be/3GjHqQZL7Pk
AI - Why Should I care? Plus Exciting Updates from Elon Musk and Neuralink!
Episode 9 - https://youtu.be/enpecqDecC8
AI - Excellence, Innovation & Genius
Episode 10 - https://youtu.be/UsriESlTjdA
Implications for AI as China and the West Decouple
Episode 11 - https://youtu.be/0CpaMb-yw3g
Artificial Intelligence: Ethics, Law & Society
Episode 12 - https://youtu.be/PLzodrLWMq0
AI & Lethal Autonomous Weapons Systems
Episode 13 - https://youtu.be/Lm_nrNyJRbA
AI & the Future of Work in Industry 4.0 – the 4th Industrial Revolution
Episode 14 - https://youtu.be/_3E1Mhr_Dt8
Artificial Intelligence and its Implications for Authoritarianism and Democracy
Episode 15 - https://youtu.be/IpMUqHOEd7w
Artificial Intelligence, Consciousness & the Future of Homo Sapiens
Episode 16 - https://youtu.be/mIf7_VMzGKo
AI and its Implications for America's Political Environment
Episode 17 - https://youtu.be/gsMRPnovZGI
Special Episode: Reading From The Génome Affair
Episode 18 - https://youtu.be/UxNxtWDCREM
Artificial Intelligence - Digital Tyranny, Datocracy and the Imitation Game
Episode 19 - https://youtu.be/Db8U0QQWWuY
Does Artificial Intelligence Really Replicate Human Intelligence?
Episode 20 - https://youtu.be/Np18AEq-6DM
AI & Rising Geopolitical Tensions Between China & The West
Episode 21 - https://youtu.be/fOMSvNiixA0
AI & In-vitro Fertilization [IVF]
Episode 22 - https://youtu.be/EQPpRhIV6Kw
AI & Human Intelligence: A Complex Relationship
Episode 23 - https://youtu.be/EAbQ7stY7JQ
AI Upends the World of Structural Biology
Episode 24 - https://youtu.be/Bsb1F8uoBpA
AI & COVID-19: An Extraordinary Contribution
Episode 25 - https://youtu.be/PqL5PCRc8tA
AI, Connectomics & Transhumanism: the Future of Humankind
Episode 26 - https://youtu.be/HI8Zjl8VM8U
Dramatic Upheaval Inside Google's Ethical AI Team
Episode 27 - https://youtu.be/TqWwJYc2GxQ
AI & Cyber Espionage | How Will the Sunburst Attack Affect Our Security?
Episode 28 - https://youtu.be/89BcThqgcfQ
AI & the Rapidly Escalating Threat from Deep Fake Videos
Episode 29 - https://youtu.be/zvOHRMmJNB4
AI, Facial Recognition Technology & The Digital Surveillance State
Episode 30 - https://youtu.be/br4ygfEWdk0
AI & Social Media | The Most Destructive AI We've Ever Seen?
Episode 31 - https://youtu.be/sOy12ii8zwM
The Democratization of AI & The 2021 Maiflower Expedition | Plymouth, England to Plymouth, MA
Episode 32 - https://youtu.be/bixdLL74reE
Sino-American Cold War | A Blessing in Disguise for America?
Episode 33 - https://youtu.be/tTRm312DgMc
AI & the Tyranny of Meritocracy
Episode 34 - https://youtu.be/FpPzC5VP6GM
In the Midst of Chaos and Pandemic | A Big AI Announcement From the Trump Administration
Episode 35 - https://youtu.be/bK3xCBwrG8w
Artificial Super Intelligence – Can We Control It?
Episode 36 - https://youtu.be/Rc60DQ0L86Q
A New America | Hope with a Big Dose of Caution
Episode 37 - https://youtu.be/UBenYYHbYqM
Will AI [Science & Tech] Benefit From a New Cold War with China?
Episode 38 - https://youtu.be/JewJnPywnOU
Will AI Eventually Replace All Other Forms of Government?
Episode 39 - https://youtu.be/ibuJ8vozyqg
Will AI Perpetuate Bias in Employment, Health Systems, Law and Society?
Episode 40 - https://youtu.be/IJYbPfGC-08
AI | Will it be the Bain of Cyber Criminals?
Episode 41 - https://youtu.be/ozrO5_XTYKQ
AI | What Will it Mean for the Future of Work?
Episode 42 - https://youtu.be/kDKapDK-Vb0
AI | A Harbinger for the End of Democracy?
Episode 43 - https://youtu.be/7XeNyE8CA9I
AI & the Life Sciences | Developments in Connectomics & Radiology
Episode 44 - https://youtu.be/mWaPW_UolVo
AI & Geopolitics | Critical Strategic Planning in the Age of China
Episode 45 - https://youtu.be/qOSOc3vJRBk
AI & Humankind | What Might the Future Hold?
Episode 46 - https://youtu.be/atMSV1WAFkg
AI Enabled Surveillance | An Important Tool to Contain Dangerous Personality Traits?
Episode 47 - https://youtu.be/kz7-EDmlGXc
Will AI Favor Authoritarianism or Democracy?
Episode 48 - https://youtu.be/uTvKWQgdOaI
AI | A Key Enabler of Universal Basic Income?
Episode 49 - https://youtu.be/sy48Xqo-3qM
AI & The Future of Government, Industry, Markets &Trade
Episode 50 - https://youtu.be/JU1oGzb5TS0
AI & Surveillance | America’s New Strategy in the Middle East
Episode 51 - https://youtu.be/nOCQjUxLWJY
AI-Enabled Global Government | An Idea Whose Time Has Come?
Episode 52 - https://youtu.be/g1VJqiI3HyE
AI & Healthcare | What Will the Future Look Like? Will it be More Equitable?
Episode 53 - https://youtu.be/ie9KAg_kF7Q
AI & Surveillance | The Ethical Dilemma of Facial Recognition Software
Episode 54 - https://youtu.be/ie9KAg_kF7Q
AI & Regulation | Europe is Leading the Way
Episode 55 - https://youtu.be/l-gcYTZMsm8
AI & Consciousness | Will Machines Soon be Sentient?
Episode 56 - https://youtu.be/-8BaouCn9cs
AI & Regulation | Europe Announces New Rules
Episode 57 - https://youtu.be/243zm7aHImQ
AI & Human Emotion Recognition | Is it Inherently Flawed?
Episode 58 - https://youtu.be/rdXllGj8rbo
AI & Autonomous Vehicles | Where are We Now?
Vicar Sayeedi
May 6, 2021
What is the future of Artificial Intelligence enabled autonomous vehicles? For some years now, tech entrepreneurs have offered the exciting prospect of a world in which self-driving taxis buzz about town at our beck and call. A few years ago, the president of Lyft, the ride hailing application, described a fantastic vision of what a future with autonomous vehicles and taxis might look like. John Zimmer predicted that vehicle ownership would decline dramatically as people would prefer to hail autonomous taxis and pay for them via various schemes tailored to their needs and usage patterns.
Even today, the idea of autonomous vehicles remains quite exciting: imagine future urban settings without large areas set aside for temporary vehicle storage including unsightly parking lots and vertical garages. Imagine these eyesores now replaced with wonderful public facilities including gardens, playgrounds, scenic parks and walking paths. Imagine your favorite metro area without the menace of inebriated drivers harming themselves and others or crazy teens creating chaos on the streets. It was an exciting idea that was expected to be a reality by 2021.
Zimmer’s vision promised to transform society not to mention the safety of transport. So what happened? What went wrong? In the final analysis, will realizing Zimmer and other tech entrepreneurs’ vision of autonomous vehicles turn out to be nothing more than a costly fantasy? And when considering the numerous other challenges humankind now faces, shouldn’t we be investing in a very different vision for transport anyway?
It seems the notion of AI-enabled autonomous vehicles may not be quite the solution we need given current realities. So with the arrival of 2021, Lyft has now sold its autonomous vehicle division to Toyota for a mere $550 million. Meanwhile, Google’s autonomous vehicle division, Waymo, has recently appointed new leaders and in the end of 2020, Uber sold its self-driving division, as well. More ominously, in a recent filing with the Securities and Exchange Commission, Tesla, the most outspoken voice in the autonomous vehicle sector, acknowledged that they might never realize their vision of fully autonomous vehicles.
Across the autonomous vehicle industry, the technology is proving to be incredibly hard to realize while simultaneously consuming billions of dollars of investment in research and development as well as engineering effort and time. These are critically important financial and engineering resources needed in many other places within society. Additionally, the public policy infrastructure needed to support these vehicles – issues including state investment in highways and local roads, as well as in necessary regulatory oversight of the industry and the technology – has not kept pace. Complex legal matters regarding liability in the case of accidents as well as limitations of Artificial Intelligence due to the quality and breadth of data used to train these systems have also proven problematic.
Climate Scientists have warned us that we are collectively emitting 51 billion tons of CO2 gases into the atmosphere every year and this needs to be reduced to zero by 2050 if we are to avoid the worst outcomes of climate change in tropical and temperate zones on Earth. Manufacturing, electricity generation, agriculture and transportation collectively account for 93% of these emissions with the remaining 7% attributed to the heating and cooling of residential and commercial buildings. Given the complex geopolitical, scientific and technological challenges involved in effectively confronting the climate issue, public intellectuals are beginning to conclude that humankind might be better served by investment in urban development and transportation policies that directly address this broader climate goal rather than a technically superior autonomous vehicle vision that does little to support the more pressing objective.
With so much research in the autonomous vehicle sector we are beginning to realize that ubiquitous autonomous vehicles may not be possible as initially conceived. Perhaps for them to succeed more broadly we may need to reconfigure the entire transportation network of roads and highways with a system that is purpose built for autonomous vehicles. Furthermore, it may be the case that human drivers and autonomous vehicles simply cannot coexist within the same transportation network.
Although private test tracks can host autonomous vehicles and although these vehicles may perform effectively in such environments or in carefully planned commercial zones in some metro areas, these vehicles seem to be incapable of tackling critical edge situations or unpredictable scenarios such as a deer suddenly crossing the road, an overturned ambulance on fire, a pedestrian crossing somewhere other than in a designated zone or other unique scenarios that humans can encounter and easily contend with. Human drivers encounter these unique situations frequently, however, we are unable to predict how an AI agent might behave or react in similar unpredictable situations that were not present in the dataset on which the Agent was trained.
To be sure, the vision of self-driving cars has not been abandoned. In fact, Alphabet’s Waymo recently raised over $3 billion in additional funding so interest in autonomous vehicles remains high. But Waymo’s recent activities suggest that the path forward for these self-driving vehicles remains fraught with numerous regulatory and technical challenges that will take far longer to resolve than previously estimated. Given this reality, perhaps we ought to invest in solutions that are known to work better with minimal investment, solutions including energy efficient buses, trains and other public transport. They are known quantities that can be strengthened and made more accessible with a fraction of the financial and engineering resources that have been poured into autonomous vehicle research.
Vicar Sayeedi is a Computer Scientist and Engineer, a Lecturer and a Consultant. Vicar is also the author of several books. His most recent book is about Artificial Intelligence and is titled, The Génome Affair.
Vicar is most interested in the big questions facing humankind. He is particularly focused on studying at the confluence of the five great disciplines of Human History, Political Science and Thought, International Affairs, Science and Technology. This intersection offers a deep understanding and pedagogically important lessons of how advances in human endeavor have influenced and impacted civilization.
Vicar has been writing books, essays and poetry for many years. For the past 30 years, Vicar has worked in the Technology and Pharmaceutical industries. He is currently a Consultant in the Life Sciences Industry and lives in suburban Chicago with his wife and their three grown children [if they decide to visit during the holidays!]
You can find Vicar’s recent book on AI, The Génome Affair on Amazon at this link:
https://www.amazon.com/dp/B07YQ7M9Q7
The most recent episodes of Vicar’s ai & u! Podcast are on YouTube at the following links:
Episode 1 - https://youtu.be/yNYr28jtY_k
What is Artificial Intelligence? What is Human Intelligence?
Episode 2 - https://youtu.be/kAEgDNh1Nwc
How Did We Get Here? Machine Learning, Neural Networks & the AI Lexicon, Exciting AI Agents
Episode 3 - https://youtu.be/3PYCyv1pCgM
Deep Mind - How Powerful is Narrow AI? State Surveillance and Surveillance Capitalism
Episode 4 - https://youtu.be/WvobCMIM_H4
Impact on Societies That Possess Artificial Intelligence Versus Those that Do Not!
Episode 5 - https://youtu.be/4JVpvm4g79g
Surveillance Capitalism, Surveillance State, 4th Industrial Revolution, Bifurcation of Sapiens
Episode 6 - https://youtu.be/e1q2GgcWQok
AI, Blockchain & Quantum Computing - Implications for Global and National Governance
Episode 7 - https://youtu.be/4bDSUvrOdd4
Popular Perceptions of Intelligence, the Seat of Human Intelligence and Implications for AI
Episode 8 - https://youtu.be/3GjHqQZL7Pk
AI - Why Should I care? Plus Exciting Updates from Elon Musk and Neuralink!
Episode 9 - https://youtu.be/enpecqDecC8
AI - Excellence, Innovation & Genius
Episode 10 - https://youtu.be/UsriESlTjdA
Implications for AI as China and the West Decouple
Episode 11 - https://youtu.be/0CpaMb-yw3g
Artificial Intelligence: Ethics, Law & Society
Episode 12 - https://youtu.be/PLzodrLWMq0
AI & Lethal Autonomous Weapons Systems
Episode 13 - https://youtu.be/Lm_nrNyJRbA
AI & the Future of Work in Industry 4.0 – the 4th Industrial Revolution
Episode 14 - https://youtu.be/_3E1Mhr_Dt8
Artificial Intelligence and its Implications for Authoritarianism and Democracy
Episode 15 - https://youtu.be/IpMUqHOEd7w
Artificial Intelligence, Consciousness & the Future of Homo Sapiens
Episode 16 - https://youtu.be/mIf7_VMzGKo
AI and its Implications for America's Political Environment
Episode 17 - https://youtu.be/gsMRPnovZGI
Special Episode: Reading From The Génome Affair
Episode 18 - https://youtu.be/UxNxtWDCREM
Artificial Intelligence - Digital Tyranny, Datocracy and the Imitation Game
Episode 19 - https://youtu.be/Db8U0QQWWuY
Does Artificial Intelligence Really Replicate Human Intelligence?
Episode 20 - https://youtu.be/Np18AEq-6DM
AI & Rising Geopolitical Tensions Between China & The West
Episode 21 - https://youtu.be/fOMSvNiixA0
AI & In-vitro Fertilization [IVF]
Episode 22 - https://youtu.be/EQPpRhIV6Kw
AI & Human Intelligence: A Complex Relationship
Episode 23 - https://youtu.be/EAbQ7stY7JQ
AI Upends the World of Structural Biology
Episode 24 - https://youtu.be/Bsb1F8uoBpA
AI & COVID-19: An Extraordinary Contribution
Episode 25 - https://youtu.be/PqL5PCRc8tA
AI, Connectomics & Transhumanism: the Future of Humankind
Episode 26 - https://youtu.be/HI8Zjl8VM8U
Dramatic Upheaval Inside Google's Ethical AI Team
Episode 27 - https://youtu.be/TqWwJYc2GxQ
AI & Cyber Espionage | How Will the Sunburst Attack Affect Our Security?
Episode 28 - https://youtu.be/89BcThqgcfQ
AI & the Rapidly Escalating Threat from Deep Fake Videos
Episode 29 - https://youtu.be/zvOHRMmJNB4
AI, Facial Recognition Technology & The Digital Surveillance State
Episode 30 - https://youtu.be/br4ygfEWdk0
AI & Social Media | The Most Destructive AI We've Ever Seen?
Episode 31 - https://youtu.be/sOy12ii8zwM
The Democratization of AI & The 2021 Maiflower Expedition | Plymouth, England to Plymouth, MA
Episode 32 - https://youtu.be/bixdLL74reE
Sino-American Cold War | A Blessing in Disguise for America?
Episode 33 - https://youtu.be/tTRm312DgMc
AI & the Tyranny of Meritocracy
Episode 34 - https://youtu.be/FpPzC5VP6GM
In the Midst of Chaos and Pandemic | A Big AI Announcement From the Trump Administration
Episode 35 - https://youtu.be/bK3xCBwrG8w
Artificial Super Intelligence – Can We Control It?
Episode 36 - https://youtu.be/Rc60DQ0L86Q
A New America | Hope with a Big Dose of Caution
Episode 37 - https://youtu.be/UBenYYHbYqM
Will AI [Science & Tech] Benefit From a New Cold War with China?
Episode 38 - https://youtu.be/JewJnPywnOU
Will AI Eventually Replace All Other Forms of Government?
Episode 39 - https://youtu.be/ibuJ8vozyqg
Will AI Perpetuate Bias in Employment, Health Systems, Law and Society?
Episode 40 - https://youtu.be/IJYbPfGC-08
AI | Will it be the Bain of Cyber Criminals?
Episode 41 - https://youtu.be/ozrO5_XTYKQ
AI | What Will it Mean for the Future of Work?
Episode 42 - https://youtu.be/kDKapDK-Vb0
AI | A Harbinger for the End of Democracy?
Episode 43 - https://youtu.be/7XeNyE8CA9I
AI & the Life Sciences | Developments in Connectomics & Radiology
Episode 44 - https://youtu.be/mWaPW_UolVo
AI & Geopolitics | Critical Strategic Planning in the Age of China
Episode 45 - https://youtu.be/qOSOc3vJRBk
AI & Humankind | What Might the Future Hold?
Episode 46 - https://youtu.be/atMSV1WAFkg
AI Enabled Surveillance | An Important Tool to Contain Dangerous Personality Traits?
Episode 47 - https://youtu.be/kz7-EDmlGXc
Will AI Favor Authoritarianism or Democracy?
Episode 48 - https://youtu.be/uTvKWQgdOaI
AI | A Key Enabler of Universal Basic Income?
Episode 49 - https://youtu.be/sy48Xqo-3qM
AI & The Future of Government, Industry, Markets &Trade
Episode 50 - https://youtu.be/JU1oGzb5TS0
AI & Surveillance | America’s New Strategy in the Middle East
Episode 51 - https://youtu.be/nOCQjUxLWJY
AI-Enabled Global Government | An Idea Whose Time Has Come?
Episode 52 - https://youtu.be/g1VJqiI3HyE
AI & Healthcare | What Will the Future Look Like? Will it be More Equitable?
Episode 53 - https://youtu.be/ie9KAg_kF7Q
AI & Surveillance | The Ethical Dilemma of Facial Recognition Software
Episode 54 - https://youtu.be/ie9KAg_kF7Q
AI & Regulation | Europe is Leading the Way
Episode 55 - https://youtu.be/l-gcYTZMsm8
AI & Consciousness | Will Machines Soon be Sentient?
Episode 56 - https://youtu.be/-8BaouCn9cs
AI & Regulation | Europe Announces New Rules
Episode 57 - https://youtu.be/243zm7aHImQ
AI & Human Emotion Recognition | Is it Inherently Flawed?
Episode 58 - https://youtu.be/rdXllGj8rbo
AI & Autonomous Vehicles | Where are We Now?
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