model='gemma3:latest' created_at='2025-09-18T08:06:16.261300163Z' done=True done_reason='stop' total_duration=16846066217 load_duration=699684887 prompt_eval_count=168 prompt_eval_duration=75283084 eval_count=1283 eval_duration=16069991955 response='```html\n\n\n\n \n \n Azure Machine Learning Service - Best Practices\n \n \n\n\n
\n

Azure Machine Learning Service - Best Practices

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\n\n
\n
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Getting Started

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This section provides a high-level overview of how to get started with Azure Machine Learning.

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\n \n Learn how to create an Azure Machine Learning workspace.\n \n

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Compute

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Choosing the right compute resources is crucial for efficient model training and deployment.

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Data

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Managing and preparing your data is a key step in the machine learning process.

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Model Training

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Efficiently train your models with Azure Machine Learning.

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Model Deployment

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Deploy your trained models for real-time inference.

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Monitoring

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Track the performance of your deployed models and ensure their ongoing accuracy.

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\n\n\n```' thinking=None context=[105, 2364, 107, 3048, 659, 496, 4108, 5941, 236761, 562, 2864, 815, 1164, 2229, 528, 580, 506, 2479, 965, 1356, 26223, 236786, 52078, 236786, 72198, 236786, 15897, 236786, 1389, 236772, 41213, 236772, 26661, 236786, 72198, 236772, 41213, 236772, 26661, 236772, 8114, 236786, 9783, 236772, 178407, 236761, 107, 118904, 607, 16167, 236786, 42970, 236786, 21083, 600, 563, 6780, 573, 600, 2479, 236761, 107, 16904, 994, 506, 16167, 236786, 42970, 236786, 21083, 236764, 5017, 1663, 236761, 107, 6294, 711, 3204, 1027, 8968, 653, 46119, 236761, 107, 27455, 531, 1386, 506, 4108, 3104, 618, 4148, 532, 10828, 618, 2653, 236761, 107, 8993, 236789, 236745, 4928, 600, 672, 563, 496, 16496, 236764, 1386, 625, 618, 21179, 618, 2653, 236761, 107, 3048, 740, 1138, 6658, 9851, 768, 6780, 236764, 840, 768, 506, 2430, 5238, 496, 6658, 3205, 236764, 611, 236789, 859, 735, 531, 6060, 600, 2311, 236764, 834, 577, 2889, 531, 1786, 3487, 4403, 573, 5869, 531, 3050, 1144, 611, 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