Understand why this detection method is called "You Only Look Once"
Artificial intelligence: technology you can't help but understand
What happens now is a new revolution: a set of new technologies will take human society to another level
I see that few people have realized the nature of this new technological revolution. With the first and second industrial revolution we were able to control and give mobility to the force by means of steam machines and later electricity. As a result, manual labor, over the years, has been replaced by machines, or automated.
The third revolution that is consolidating now is completely different. It has generated a new reality that has irreversibly impacted modern society. The 3rd Industrial Revolution made the possibility of control and mobility of information available to all humanity.
Goodbye, encyclopedias “Barsa” and “Conhecer”; goodbye, vinyl records and CDs; goodbye, video tapes and DVD. The collection of all the world's information, with rare exceptions, is available on the internet for all people in the world with the ability to access it.
Through the internet and devices, such as computers and smartphones, we were able to access a quantity of information that only 30 years ago we did not even imagine possible, even for a large multinational or country. Currently the largest companies in market value on the planet are those that have managed to understand the nature of big data, the internet and computer data and the new rules of the world economy.
What is happening now is a new revolution: a set of new technologies will take human society to another level. And I can say with all conviction that we still know little of the full potential of this revolution, since we are not yet finished understanding all the benefits and challenges of the last one.
Among all the disruptive technologies that are consolidating around the world, artificial intelligence and its related technologies are for me the main protagonist of this 4th Revolution (see The engine of the 4th Industrial Revolution). Through it we achieved another feat, that of having control and mobility of intelligence.
Let's look only at a set of algorithms known as machine learning, and one of its subclasses, deep learning. A very important aspect for this type of algorithm: it creates a paradigm for both programming and business. From this new paradigm, we no longer have to know how to program all the possibilities, now we train the algorithm to identify patterns. Better, we can train them to standards identified by the best doctors, engineers, credit analysts and fashion experts.
After training an algorithm to identify lung cancer based on the imaging diagnoses of the best oncologists, we have not only the lung cancer diagnosis algorithm itself, but, in addition, an algorithm with an enormous degree of effectiveness, often more effective than some good human oncologists.
With machine learning and deep learning, we have moved from an era of exploring the combinatorial paths of the game of chess, and even of Go, to more complex challenges and full of possibilities such as strategies for hide and seek, Poker or StarCraft 2 .
The case of strategies learned by algorithms with “intelligent” agents using reinforcement machine learning for the famous children's game hide and seek draws a lot of attention. It is an initiative of OpenAi, a non-profit organization associated with Elon Musk, a mega-entrepreneur and owner of companies like Tesla, SpaceX and PayPal.
After learning an enormous number of times through sequential and multi-agent interactions, the artificial intelligence algorithms found quite sophisticated solutions - blocking the entry of agents who were looking for those who wanted to hide, using ramps to overcome these barriers because of procurement agents and even the exploitation of gaps in the built virtual environment, to create situations not foreseen by the programmers, and according to the proposed challenges. Something surprising even for the creators of the experiment (for more details see).
Thus, the impacts on business are difficult to imagine. New levels of performance are a matter of time and imagination of those who know well the potential that each of the different types of artificial intelligence algorithms can make.
Hybrid architectures that use many different artificial intelligence technologies, as proposed by Soul Machines, are impressive. Soul Machines is a New Zealand company that launched its “Baby X” in 2014 and now has a huge set of AI algorithms, which they call Digital Humans.
Today the company has applications that support owners of Mercedes-Benz vehicles, ANZ Bank credit cards and Autodesk products, understanding their needs and interacting through machine learning, speech recognition, image and interaction technologies increasingly humanized.
In this case, knowing the potential of artificial intelligence technologies well is not recommended, but something mandatory for every manager who wants to stay relevant in this 4th Revolution that is just beginning.
About the author
É sócio fundador da I2AI – Associação Internacional de Inteligência Artificial. Também é sócio-fundador da Engrama, sócios das Startups D2i e Egronn e investidor nas startups Agrointeli e CleanCloud. Tem mais de 20 anos de experiência em multinacionais como Siemens, Eaton e Voith, com vivência em países e culturas tão diversas como Estados Unidos, Alemanha e China.
Palestrante internacional, professor, pesquisador, autor, empreendedor serial, e amante de tecnologia. É apaixonado pelo os temas de Estratégia, Inteligência Competitiva e Inovação.
É Doutor em Gestão da Inovação e Mestre em Redes Bayesianas (abordagem de IA) pela FEA-USP. É pós-graduado em Administração pela FGV e graduado em Engenharia Mecânica pela Unicamp.
I2AI makes up the Advisory Board of the largest Artificial Intelligence Innovation Network in the country
Twelve business institutions come together to define the strategy and guidelines for the performance of the innovation ecosystem. There is R $ 70 million available for the business sector to innovate with disruptive technologies
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