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Скачать или смотреть Automation in Machine Learning Workflows | Exclusive Lesson

  • YouAccel
  • 2025-01-17
  • 16
Automation in Machine Learning Workflows | Exclusive Lesson
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Описание к видео Automation in Machine Learning Workflows | Exclusive Lesson

► Exclusive Lesson: Automation in Machine Learning Workflows

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► LESSON SUMMARY:
Automation in machine learning workflows plays a critical role in the effective deployment, management, and scaling of machine learning ML models. Automation simplifies complex processes, reduces human error, enhances consistency, and accelerates the time from model conception to deployment. The importance of automation becomes even more apparent when considering the various stages of the ML lifecycle, which includes data preprocessing, model training, evaluation, deployment, and monitoring.One of the primary advantages of automation in ML workflows is the reduction of manual intervention in repetitive and time-consuming tasks. For instance, data preprocessing, which involves cleaning, transforming, and normalizing datasets, can be highly labor-intensive. Automating these steps ensures that the data is consistently processed, which is crucial for maintaining the integrity and reliability of the model. Studies have shown that data scientists spend up to 80 of their time on data preparation Press, 2016. By automating these tasks, data scientists can focus more...

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