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A closer look at MLOps and the Intel Extension for Scikit-learn within Azure Machine Learning

Machine Learning Operations (MLOps) is the emerging paradigm that governs the lifecycle of machine learning (ML) models and applications in production settings. In recent years, managed machine learning platforms such as Azure Machine Learning have undergone remarkable advancements, dramatically transforming the way businesses handle their ML workflows. Two aspects make Azure Machine Learning indispensable: It […]

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Training large models in Azure Machine Learning

The advancement of large-scale transformer-based deep learning models, which have been meticulously trained on substantial datasets, has undeniably revolutionized the field by achieving unparalleled performance across diverse tasks. Notably, these models have experienced a remarkable growth in size, expanding exponentially over recent years. As platforms such as Hugging Face and Open AI emerge, there arises

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