--- title: A Guide to Model Composition | daily.dev description: Model composition is a strategy in machine learning that combines multiple models to solve complex problems. It improves accuracy and performance, allows for... canonical: https://daily.dev/posts/a-guide-to-model-composition-irymjlqto twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: A Guide to Model Composition | daily.dev og:description: Model composition is a strategy in machine learning that combines multiple models to solve complex problems. It improves accuracy and performance, allows for... og:url: https://daily.dev/posts/a-guide-to-model-composition-irymjlqto og:image: https://api.daily.dev/og/posts/IrYmjLQtO.png og:image:alt: A Guide to Model Composition og:image:width: 1200 og:image:height: 630 og:locale: en --- [The New Stack](https://daily.dev/sources/newstack) [Read post](https://api.daily.dev/r/IrYmjLQtO) # [A Guide to Model Composition](https://api.daily.dev/r/IrYmjLQtO "Go to post") Model composition is a strategy in machine learning that combines multiple models to solve complex problems. It improves accuracy and performance, allows for dedicated resource allocation, offers customization and flexibility, enables faster development and iteration, and optimizes resource utilization. Some common use cases are multimodal applications, ensemble modeling, and pipeline processing. Model composition requires careful planning and consideration for production deployment. [#ai](/tags/ai "Check all #ai posts")[#machine-learning](/tags/machine-learning "Check all #machine-learning posts") May 15, 2024•12m read time•From [thenewstack.io](https://api.daily.dev/r/IrYmjLQtO "thenewstack.io") [](https://api.daily.dev/r/IrYmjLQtO "Go to post") Table of contents [What Is Model Composition?](https://api.daily.dev/r/IrYmjLQtO "What Is Model Composition?")[When Should I Compose Models?](https://api.daily.dev/r/IrYmjLQtO "When Should I Compose Models?")[What Are the Benefits of Model Composition?](https://api.daily.dev/r/IrYmjLQtO "What Are the Benefits of Model Composition?")[Composing Multiple Models With BentoML](https://api.daily.dev/r/IrYmjLQtO "Composing Multiple Models With BentoML")[Frequently Asked Questions](https://api.daily.dev/r/IrYmjLQtO "Frequently Asked Questions")[Final Thoughts](https://api.daily.dev/r/IrYmjLQtO "Final Thoughts") 8 Impressions Comment Bookmark Copy Share your thoughtsPost [](https://daily.dev/sources/newstack) [The New Stack](https://daily.dev/sources/newstack "https://daily.dev/sources/newstack") The New Stack is a publication covering trends and technologies in cloud-native development, DevOps,... 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