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The Struggles of Delivering Enterprise AI and Machine Learning Operations

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ÀÌ IDC Market Perspective´Â ºü¸£°Ô ÁøÈ­ÇÏ´Â AI ½ÃÀå¿¡¼­ ±â¼ú °ø±Þ¾÷üµéÀÌ È¿°úÀûÀÎ MLOps ¼Ö·ç¼ÇÀ» Á¦°øÇÏ´Â µ¥ ÀÖ¾î Á÷¸éÇÑ ¾î·Á¿òÀ» »ìÆìº¾´Ï´Ù. ÀÌ º¸°í¼­´Â »ç¿ë ÆíÀǼº, º¸¾È, ÀÚµ¿È­, Çù¾÷, Àû±ØÀûÀÎ °í°´ Âü¿©ÀÇ Á߿伺À» °­Á¶Çϰí ÀÖ½À´Ï´Ù. "¿À´Ã³¯ AI °ø±Þ¾÷üµéÀº ºÒ¾ÈÁ¤ÇÑ ±ÕÇü°¨°¢¿¡ Á÷¸éÇØ ÀÖ½À´Ï´Ù. ÀÌÁ¦ ¸· AI¿¡ ¹ßÀ» µé¿©³õÀº °í°´ºÎÅÍ ÃÖ÷´Ü ¼Ö·ç¼ÇÀ» ¿øÇÏ´Â ¼±Áø °í°´±îÁö, °í°´¸¶´Ù AI ¼º¼÷µµ°¡ Å©°Ô ´Ù¸¥ ½ÃÀåÀ» ÇìÃijª°¡°í ÀÖ½À´Ï´Ù. ´Ù¾çÇÑ °í°´ ´ÏÁî¿¡ ´ëÀÀÇϰí, AI ¼º¼÷µµ ½ºÆåÆ®·³À» °ü¸®Çϸç, ±âÁ¸ AI¿Í »ý¼ºÇü AI ¸ðµÎ¿¡ Àü·«ÀûÀ¸·Î ÅõÀÚÇÏ´Â °ÍÀº ±Þº¯ÇÏ´Â AI ȯ°æ¿¡¼­ º¥´õÀÇ °áÁ¤ÀûÀÎ °úÁ¦ÀÔ´Ï´Ù."¶ó°í ij½Ã ·©(Kathy Lange) IDC AI ¼ÒÇÁÆ®¿þ¾î ¿¬±¸ Ã¥ÀÓÀÚ´Â ¸»Çß½À´Ï´Ù.

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This IDC Market Perspective explores the difficulties that technology suppliers encounter in delivering effective MLOps solutions in a rapidly evolving AI market. The document provides actionable advice for suppliers, emphasizing the importance of ease of use, security, automation, collaboration, and proactive customer engagement. "AI suppliers today face a precarious balancing act. They're navigating a market with wildly varying levels of AI maturity among customers, from those just dipping their toes in the AI water to advanced adopters demanding cutting-edge solutions," says Kathy Lange, research director, AI Software at IDC. "Addressing diverse customer needs, managing the AI maturity spectrum, and strategically investing in both traditional and generative AI is a defining challenge for vendors in the fast-paced AI landscape."

Executive Snapshot

New Market Developments and Dynamics

  • Introduction
  • Internal Challenges
  • External Challenges
  • Selling Challenges
  • Positioning Challenges

Advice for the Technology Supplier

Learn More

  • Related Research
  • Synopsis
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