The recently published IDC MarketScape: Asia/Pacific (Excluding Japan) AI Life-Cycle Software Tools and Platforms 2022 Vendor Assessment positions AWS in the Leaders category. This was the first and only APEJ-specific analyst evaluation focused on AI life-cycle software from IDC. The vendors evaluated for this MarketScape offer various software tools needed to support end-to-end machine learning (ML) model development, including data preparation, model building and training, model operation, evaluation, deployment, and monitoring. The tools are typically used by data scientists and ML developers from experimentation to production deployment of AI and ML solutions.
AI life-cycle tools are essential to productize AI/ML solutions. They go quite a few steps beyond AI/ML experimentation: to achieve deployment anywhere, performance at scale, cost optimization, and increasingly important, support systematic model risk management—explainability, robustness, drift, privacy protection, and more. Businesses need these tools to unlock the value of enterprise data assets at greater scale and faster

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