Machine learning operations - Azure Architecture Center
Jul 12, 2024 · Learn about a single deployable set of repeatable and maintainable patterns for creating machine learning CI/CD and retraining pipelines.
Machine Learning Architecture: What It Is, Components & Types …
Apr 30, 2024 · What is Machine Learning (ML) Architecture? Machine learning architecture is the structure and organisation of the many components and processes that are part of a machine …
Serving ML Model As An API — Sharing Our Experience
Jul 14, 2023 · Serving machine learning models as an API is a common approach for integrating ML capabilities into modern software applications. This process helps to simplify the …
Best practices for implementing machine learning on Google Cloud
Sep 9, 2024 · It provides recommendations on how to develop a custom-trained model throughout the ML workflow, including key actions and links for further reading. The following diagram …
Architectural Patterns for Machine Learning APIs.md - GitHub
Slide 1: Different Architectures for Machine Learning Application APIs. Machine Learning SaaS APIs can be built using various architectural styles, each with its own strengths and use cases. …
Optimizing API Design for Scalable Machine Learning Model …
Dec 4, 2024 · By the end of this tutorial, you will have gained hands-on experience with designing and implementing efficient APIs for machine learning model serving using Python and popular …
ML Pipeline Architecture Design Patterns (With Examples)
Dec 1, 2023 · ML pipelines usually consist of interconnected infrastructure that enables an organization or machine learning team to enact a consistent, modularized, and structured …
Baseline Agentic AI Systems Architecture | Microsoft Community …
Aug 20, 2024 · Therefore, understanding the architecture of these systems is crucial to sandboxing code execution, restricting or denying access to production data and services, and …
AI Architecture Design - Azure Architecture Center | Microsoft …
Feb 3, 2025 · Machine learning. Machine learning is an AI technique that uses algorithms to create predictive models. These algorithms parse data fields and "learn" from the patterns …
ML lifecycle architecture diagram - Machine Learning Lens
Architecture diagram components are color-coded for ease of communication across this document. Figure 5: ML lifecycle with detailed phases and expanded components. The …
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