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Omdia: Generative AI faces the same challenges as broader AI​

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2023-04-19 18:19:06752browse

London, UK, March 14, 2023 – Omdia’s latest report “Generative AI Market Landscape 2023” shows that although ChatGPT, Stable Diffusion and Other The clear excitement and potential opportunities that generative AI brings to the market are real, but generative AI will not solve any of the market challenges faced by any type of artificial intelligence. Generative AI is not a panacea. .

“Generative AI will not solve the fundamental challenges facing artificial intelligence – bias, privacy, accountability, consistency and explainability,” said Mark Beccue, principal analyst at Omdia. “In fact, generative AI will Artificial intelligence exacerbates these problems to a large extent.” For example, large language models (LLMs), which are the source of most generative AI output, are trained on public data that may include toxic language or concerns about race, gender, Biased content such as sexual orientation, ability, language, culture, etc. This means that the output itself may be biased or inappropriate. As another example, the output of generative AI is not easy to interpret—as with most deep learning AI, the results are difficult to trace. While explainability is a challenge facing the AI ​​industry as a whole, the issue is particularly acute for generative AI outputs, which by definition should be “created” new things. ​

Omdia: Generative AI faces the same challenges as broader AI​

Generative AI will not solve the fundamental challenges facing artificial intelligence​

In 2023, The generative AI market will be at a very early stage. Omdia predicts that this year will see a burst of creative innovation around the use of generative AI, as well as a lot of confusion about the definition and role of generative AI. ​

Omdia notes other market trends shaping the trajectory of generative AI, including the race to build and monetize large language models and the critical role played by cloud computing vendors. Omdia’s Generative Artificial Intelligence Market Landscape 2023 examines these questions and more. The report will help readers understand by identifying key drivers and barriers, market trends, key use cases, key players and why they are so critical, along with predictions of the entire generative AI ecosystem by 2023 by the team of AI analysts The rapidly changing generative artificial intelligence market landscape. ​

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