By AI Traits Employees
[Ed. Note: We have heard from a range of AI practitioners for their predictions on AI Trends in 2021. Here are predictions from a selection of those writing.]
From Dr. Lance Eliot, creator of AI Traits Insider on Autonomy column in AI Traits, and international knowledgeable on AI:
The Machine Studying (ML) juggernaut continues to develop. In 2021, curiosity in all issues entailing ML will get even hotter, which is tough to think about since this space of AI is already purple sizzling. Seems that the pandemic of 2020 really dampened many Machine Studying initiatives that had not but gotten off-the-ground. As soon as the post-pandemic period of 2021 takes maintain, anticipate all-hands-on-deck gangbusters for ML and Deep Studying efforts. This consists of endeavors that had gone into sleep mode for 2020 and in addition will embody enthralling new initiatives that leap into the AI unstoppable stream.
AI Ethics begins to make its mark on the AI sphere. There was a whole lot of speak about AI Ethics and the significance of guaranteeing that AI techniques are unbiased, clear, explainable, and so forth. Sadly, it’s principally up till now simply speak. There are sufficient AI Ethics units of ideas you could wallpaper your home with them, however only a few of these very important pointers appear to have acquired real traction. In 2021, there might be an rising hue and cry concerning the continued unearthing of AI For Dangerous, and a realization that the one path to AI For Good entails turning the “speak” about AI Ethics into the “stroll” for AI Ethics (precise implementation and adherence).
AI-based autonomous automobiles emerge onto public roadways, cautiously and with out their babysitter. Sure, 2021 will witness AI-based autonomous automobiles on our roadways, which you may at first exhort that they’ve been there for the final a number of years, but it surely has ostensibly been with a human handler or so-called security driver sitting on the able to take over the automobile. Don’t conflate this toe-in-the-water with any in a single day tsunami of self-driving automobiles on all highways and byways. You possibly can wager your backside greenback that these experiments, which is what they’re rightfully known as, will hit some unhealthy patches and get themselves into hassle. If dealt with nicely, issues will proceed. If poorly handled, anticipate a chilly freeze to descend upon these driverless automotive goals.
From Man Kirkwood, the Chief Evangelist at UiPath:
Digital transformation will—ultimately—begin to turn into transformational. At this level, “digital transformation” has turn into a buzzword that each one enterprises have realized to acknowledge, but the overwhelming majority (80% in line with IDC) of those efforts are nonetheless too tactical in nature. Robotic course of automation (RPA), for instance, could also be thought-about a transformational instrument, however by itself it’s not. To ensure that organizations to see true transformation in 2021, they’ll have to leverage extra superior platforms that mix core automation and AI options—reminiscent of textual content analytics, doc understanding, and course of mining. It’s additionally important that these platforms have low-code capabilities that allow citizen builders to construct and deploy enterprise grade automations that drive worth again to their organizations. With out that, it’s going to proceed to be difficult for firms to ship enterprise-wide digital transformation—which is fueled by the power to simply deploy automation, even to probably the most advanced processes.
From Adzmel Adznan, Associate & Working Supervisor, Piva Capital:
The Rise of Industrial Robots. The general public well being disaster of COVID-19 has created a dire urgency for employee security within the industrial and manufacturing sectors and on many operations throughout the meeting line. With a view to cut back human publicity, guarantee manufacturing unit staff stay wholesome and COVID-free throughout the globe, and proceed to extend productiveness, the urge for food to seek out viable AI and robotics options will soar to new heights. In 2021, extra firms might be open to undertake a lot of these applied sciences to optimize their meeting strains, shield their workers, and function in a leaner, cleaner and greener method.
Business 4.0 and COVID-19 Results in Extra ‘Glocalization.’ With COVID-19 shutting down worldwide borders and enterprise journey, anticipate to see a continued rise in “glocalization” as extra nations perceive the implications of the Fourth Industrial Revolution and take proactive steps in guaranteeing they hold a bonus over their neighbors. On account of this, there might be a renewed deal with discovering the expertise options that may enhance the resiliency and effectivity of important provide chains in localized areas. Optimizing and strengthening these provide chains will current viable alternatives for rising nations to advance their economies and acquire a aggressive edge.
From Nick Elprin, CEO, Domino Information Lab:
IT empowered to finish “Shadow IT” Quickly evolving, knowledge science has till now lacked each acceptable governance and a centralized platform inside enterprises—resulting in “shadow IT” practices that embody knowledge scientists downloading unapproved instruments and knowledge science packages, whereas utilizing unofficial infrastructure for storage and specialised compute. Use of those rogue techniques create vital danger from a safety and IT perspective. Now, as we see knowledge science turning into more and more pervasive and demanding to each enterprise perform, in 2021 we’ll see extra organizations deal with fashions as digital property, motivating IT to take the reins and supply the infrastructure to assist knowledge science at scale.
Elevated strain to make sure explainability and transparency round the usage of algorithms and predictive fashions. Whereas elevated AI engineering capabilities present better construction and class about how we deliver fashions into manufacturing, quickly evolving privateness requirements first seen with GDPR and now California’s CCPA, would require in 2021 that focus equally be paid to creating AI fashions extra clear and safe. It will require a really heavy raise involving ModelOps, DevOps, MRM, xAI and moral AI requiring each an evolution of expertise and processes.
COVID-19 to speed up mannequin monitoring options COVID-19 has had an unlimited affect almost each aspect of enterprise operations and, coincident with this, huge knowledge drift, a change in mannequin enter resulting in efficiency degradation is going on. Mannequin monitoring might be important in 2021.
Jon Hirschtick, President of the SaaS Division at PTC:
Provide Chain to get extra consideration. Sensible firms should revamp their provide chains in case of a extreme second wave and to be extra nimble in mild of latest market calls for and circumstances. We see adjustments affecting each procurement (provide) and the manufacturing (manufacturing) of merchandise. Companies are pulling again from abroad (China) as a consequence of Covid and shifting to home manufacturing because of the want for extra predictable, shorter supply instances. What this implies: As a substitute of a Simply-in-Time provide chain that delivers supplies simply when the shopper wants it, firms will look to implement a Simply-in-Case provide chain to function a backup in case of a future disruption. A Simply-in-Case method can cut back variability in timelines and manufacturing. This might embody the potential for companies shopping for and storing extra uncooked supplies.
Expertise acquisition and retention/coaching might be vital—and difficult. Distant work offers workers many extra choices to leap to new alternatives. How are companies attracting and retaining the very best expertise? What are the expectations that these people have (Cloud, intuitive/newest tech) to permit them to do the job they had been employed to do versus admin duties? What this implies: Firms might want to discover new methods to determine potential workers, develop new onboarding processes to get them to really feel a part of the staff and its mission, and assist and nurture them remotely.