The democratization of AI is reshaping generative AI development, says the head of Wix’s Data Science Guild.
Posted: January 26, 2024 6:58 AM Updated: January 26, 2024 9:00 AM
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Gilad Barkan, Data Science Guild Director at Wix, shared insights on how democratizing AI is reshaping the generative AI experience for developers.
The democratization of AI technology in 2024 will bring fundamental changes to the generative AI landscape and trigger a rethinking of the role of developers. These changes raise important questions about how developers can prepare for the challenges and opportunities ahead.
Today, in this changed environment, two key roles emerge: AI users and AI creators. Most developers fall into the AI user category and leverage external APIs to build AI-based products. On the other hand, AI Creators such as data scientists play an important role in creating value beyond the capabilities of AI Users.
In a conversation with Metaverse Post, Gilad Barkan, Head of Data Science Guild at Wix, shared insights on how the democratization of AI is reshaping the generative AI landscape and presenting a transformative moment for developers.
“For the first time, AI is available as a genuine and valuable service to almost everyone. AI is instantiated by a model that captures intelligence. Previously, these models could only be developed by company data scientists,” Barkan told Metaverse Post. “Now, with the advent of so-called Foundation Models in general and Large Language Models (LLMs) in particular, any engineer can directly access these models via APIs and quickly develop AI-based applications.”
Barkan emphasized the importance of AI Creators as enablers in accelerating large-scale AI product launches while also serving as essential AI experts to stay ahead of exponential developments and ensure continued organizational value creation.
“AI creators are a much smaller percentage of the company. In other words, data scientists who create value for the company where AI users cannot. “AI creators focus on creating value for their organizations and act as AI experts who provide the latest information in line with current exponential developments,” he explained.
“Within the dedicated area of AI Value Creators, we look at areas such as fine-tuning the LLM to tailor it to an organization’s specific use cases and data. Participate in research to discover the company’s next-generation AI-based breakthrough technologies. Developing methods and techniques for better evaluation, controllability and reliability of LLM.”
In their role as AI users, developers are encouraged to view AI as a personal assistant, helping them get tasks done faster and more accurately. According to Barkan, this approach could revolutionize the development process, opening up new possibilities for efficiency and innovation.
“AI tools like GitHub CoPilot are disrupting the way developers work and revolutionizing the development process,” said Wix’s Barkan. “Therefore, developers must gain a deeper understanding of AI technology to develop breakthrough technologies leveraging AI while keeping AI tools up-to-date.”
Generative AI simplifies development productivity.
As we delve deeper into the evolving generative AI landscape, developers now take on the role of AI creators. However, this change requires a deeper understanding of the complexities of AI technology and a commitment to continuous learning. As AI creators, developers are positioned to significantly contribute to large-scale AI product launches and actively participate in creating innovative solutions that go beyond the capabilities of external APIs.
According to Yoav Abrahami, Chief Architect at Wix, developers are now leveraging AI chat engines like ChatGPT and Google’s Bard for rapid prototyping, significantly reducing the time spent on routine coding tasks.
For example, a project that took a day to think of and figure out how to write in HTML, appropriate CSS, and appropriate content can now be completed in a matter of hours using AI. Chat engine. This significantly improves developer productivity.
“AI is being leveraged to explore complex questions, improving productivity by enabling developers to gain higher levels of insight without having to delve into specialized documentation. However, this efficiency comes with challenges. If reliance on AI outstrips traditional documentation, there may be a risk that incentives to maintain comprehensive resources will diminish, highlighting the need for a balanced approach,” Yoav Abrahami told Metaverse Post.
Yoav Abrahami argues that while AI is great at automating certain aspects, it is important to note that developers retain a critical role as the driving force behind understanding project goals, analyzing problems, and conceptualizing solutions. AI can support each step of the development process, but developers will continue to steer their creative side as AI is a powerful tool that improves efficiency.
“The symbiotic relationship between developers and AI is reminiscent of the creative process between Tony Stark and his AI assistants in the Iron Man and Avengers movies, with AI being a powerful tool for improving efficiency while also opening up ways for developers to become creative drivers. I emphasize it.” he said “Essentially, developers become the creative drivers, and AI engines act as empowering enablers, bringing profound advancements to the dynamics of software development.”
As we navigate the dynamic landscape of AI innovation, the roles of AI users and AI creators present unique challenges and opportunities, making it essential for developers to stay informed, adapt to new paradigms, and embrace the evolving professional landscape in 2024. no see.
“Now everyone has the option to run AI projects, allowing each company to replicate the AI pipeline reinventing the wheel. To successfully execute quickly and keep the entire company up to date, we have formed a group of AI Ambassadors, representatives from each of Wix’s verticals, who our data science team trains and mentors through frequent synchronization,” said Gilad Barkan of Wix. . “We’ve found this to be a successful way to distribute knowledge at Wix, and AI is no different. We are only at the beginning of this new revolution.”
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About the author
Victor is the Managing Technology Editor/Writer at Metaverse Post and covers artificial intelligence, cryptography, data science, metaverse, and cybersecurity within the enterprise space. He boasts of five years of media and AI experience working at renowned media outlets such as VentureBeat, DatatechVibe, and Analytics India Magazine. Having worked as a media mentor at prestigious universities such as Oxford and USC, and holding a master’s degree in Data Science and Analytics, Victor is dedicated to keeping up with new trends. He provides readers with the latest and most insightful stories from the world of technology and Web3.
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victor day
Victor is the Managing Technology Editor/Writer at Metaverse Post and covers artificial intelligence, cryptography, data science, metaverse, and cybersecurity within the enterprise space. He boasts of five years of media and AI experience working at renowned media outlets such as VentureBeat, DatatechVibe, and Analytics India Magazine. Having worked as a media mentor at prestigious universities such as Oxford and USC, and holding a Master’s degree in Data Science and Analytics, Victor is committed to keeping up with new trends. He provides readers with the latest and most insightful stories from the world of technology and Web3.