Artificial Intelligence: Driving Exponential Innovation
Have you ever thought to yourself: "What would it be like for someone from the 1700's if they were dropped into 2019?"
Tim Urban, American futurist and creator of the inquisitive and cheeky blog Wait But Why, asked himself the same question. His answer? They would simply die, overwhelmed with the enormous amount of progress. This concept would become known as DPU, or "Die Progress Units": the amount of innovation and progress that needs to occur before a previously unexposed audience simply dies upon being exposed to the innovation.
Artificial Intelligence: The driving force towards the next DPU
In our most AITP dinner, Alex Vayner, Data Science & Artificial Intelligence Leader at Capgemini, explored what we could expect from the next "DPU" that would likely occur in the dramatically short time between now and 2030, primarily due to the explosion of progress in artificial intelligence and cognitive automation. Alex described a near future where AI would augment and enhance human capabilities, from driving vehicles to making better business decisions. Many were left asking the question, "what really is the magic behind AI that could bring these ideas to fruition?"
Alex's explanation was that AI is a collection of mathematic and statistical algorithms aimed at answering specific questions, from understanding natural spoken language to identifying an emotion in an Instagram image.
Additionally, the reason that AI is becoming more prevalent in recent years, is due to a perfect alignment of several factors that have set the scene to turn mathematical theory from the 50's into a reality in 2019. These factors include:
Over the next 50 years, we will likely experience incredible progress in the realm of AI. Imagine machine generated New York Times bestsellers appearing in 25 years, robotic surgeons in 35 years, and computer-automated math research in 45 years. Our ability to innovate is exponentially increasing with the power of cognitive computing.
Sounds great, so how does this all work?
Under the hood of AI
Today, for AI to deliver the right answer to our questions, it will need carefully curated algorithms and an enormous amount of training data. These algorithms are first represented in code using high-level programming languages such as Python, Scala, and R. The algorithms are then deployed onto powerful compute hardware such as GPUs and refined using very large sets of annotated training data. As the GPUs power through millions and billions of records of this training data, the machine "learns", and the confidence level of the algorithms is continuous measured until the algorithms are able to consistently annotate unannotated data correctly.
This process is typically facilitated by a data science team, referred to by Alex as a "POD". The POD consists of four different experts, with specific responsibilities necessary to produce a meaningful AI solution. A typical "POD" might look like this:
Some of the titles in this "POD" are probably familiar to you. In fact, countless economic sources state that they are amongst the most desirable and in-demand jobs in 2019.
About AITP Atlanta
Does emerging technology fascinate and inspire you? Are you looking to learn more about high-tech including artificial intelligence, blockchain, and cybersecurity?
Then we have some great news… AITP Atlanta is shaping up to be the premier forum of discovery and innovative thinking for local technologists in 2019. We’d like to invite you to join a tight network of professionals, just like you, on the journey to the cutting-edge of the possible across the technology industry.
Association of IT Professionals (AITP) is the leading association for technology professionals, students and educators. Join us to build your professional network, strengthen your technical knowledge and soft skills, develop a personal career path, and keep current on technology and business trends. Be part of the community that continues to push technology forward, and join thousands of other tech professionals as an AITP member.
See you at our next dinner event!
CEO Pixlr Group
1 年George, thanks for sharing! Appreciate the insights.
Talent Advisor / Tech Enthusiast / Leader
5 年What a fantastic discussion!!? ?Alex Vayner?provided some great insight into AI which resulted in a fantastic discussion with our members and guests.? If you like to be an active participant in networking meetings, versus passively listening to a presentation, you may want to consider coming to AITP Atlanta's next event which will be Thursday. March 21st at the newly renovated Crowne Plaza Ravinia!? Details on topic and speak will be announced next week.