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Comet's State of MLOps Industry Report | 2023 Machine Learning Practitioner Survey Reveals Strong ML Community Support for AI Bill of Rights, but New Challenges for PractitionersComet, provider of the leading MLOps platform for machine learning (ML) teams from startup to enterprise, today announced the results of its second annual survey on the state of ML. The all new State of MLOps Industry Report | 2023 Machine Learning Practitioner Survey, which includes responses from 503 ML practitioners, sheds light on several important issues affecting the adoption of ML as well as project and initiative success. This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20230223005411/en/ The report surveyed over 500 ML practitioners and found: * An overwhelming support for the AI Bill of Rights, with 73% of ML practitioners agreeing that it should be mandatory by law. * Over a quarter (27%) of ML practitioners surveyed believe that bias will never truly be removed from AI-enabled products. (Graphic: Business Wire) "Our latest survey comes as ML practitioners are facing a new reality, with its own unique set of challenges ahead," said Gideon Mendels, CEO and co-founder of Comet. "Organizations may tighten their budgets during these unstable economic times, but because leaders recognize ML's potential to unlock incredible business value, there may be a push for ML practitioners to tackle more complex problems quickly. This may include addressing bias or adhering to a new AI Bill of Rights, making it imperative for ML practitioners and the success of an organization's ML projects, to have the right tools in place." Among the key topics that emerged in this year's report are: the AI Bill of Rights, bias, and operationalchallenges amid tightening budgets. AI Bill of Rights The US White House Office of Science and Technology Policy (WHOSTP) published a recent Blueprint for an "AI Bill of Rights," setting out five principles which should guide the design, use and deployment of automated systems. The document provides a framework for how government, technology companies, and citizens can work together to ensure more accountable AI. In terms of the reaction within the ML community:
Bias in AI Products In fact, one of the reasons the WHOSTP created the initial Blueprint for the "AI Bill of Rights" was due to the prominence of bias in AI products. Bias has been one of the leading topics related to AI in recent years. Some view bias as overhyped, with ML practitioners capable of implementing best practices to mitigate it, while others think it is a problem that will continue to plague AI systems. The latest survey reveals how ML practitioners are approaching bias.
Additional ML Challenges The state of the economy clearly weighed on respondents' minds as they considered its impact on their business and how that could trickle down to affect investments in ML. They also identified other areas of stress or challenges they anticipate facing in 2023.
The complete survey can be found here. State of MLOps Industry Report | 2023 Machine Learning Practitioner Survey Methodology The research was conducted by Censuswide with 503 US 18+ (Machine Learning Practitioners) between 20.12.22 - 29.12.22. Censuswide abide by and employ members of the Market Research Society which is based on the ESOMAR principles and are members of The British Polling Council. About Comet Comet provides an MLOps platform that data scientists and machine learning teams use to manage, optimize, and accelerate the development process across the entire ML lifecycle, from training runs to monitoring models in production. Comet's platform is trusted by over 150 enterprise customers including Affirm, Cepsa, Etsy, Uber and Zappos. Individuals and academic teams use Comet's platform to advance research in their fields of study. Founded in 2017, Comet is headquartered in New York, NY with a remote workforce in nine countries on four continents. Comet is free to individuals and academic teams. Startup, team, and enterprise licensing is also available. To learn more, visit www.comet.com or join our community at heartbeat.comet.ml.
View source version on businesswire.com: https://www.businesswire.com/news/home/20230223005411/en/ |