[Pluralsight] Create and Publish Pipelines for Batch Inferencing with Azure [2022, ENG]

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Post 10-Apr-2024 17:55

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Create and Publish Pipelines for Batch Inferencing with Azure
Год выпуска: 2022
Производитель: Pluralsight
Сайт производителя: Pluralsight.com
Автор: Kishan Iyer
Продолжительность: 2h 44m
Тип раздаваемого материала: Видеоклипы
Язык: Английский
Субтитры: Английские
Описание: A machine learning model goes through a number of stages in its lifecycle; from training, to evaluation, through deployment and then maintenance. While there are a number of tools available for these stages, their management can become overwhelming even for the seasoned ML engineer. In this course, Create and Publish Pipelines for Batch Inferencing with Azure, you'll experience an intuitive and easy-to-maintain environment for all things ML and focus on building and running pipelines for batch inferences. First, you'll discover the Azure ML service and the breadth of features it has to offer when it comes to building and managing ML models. Then, you'll explore a number of data transformations which can be applied to a dataset by simply dragging and dropping various modules into the pipeline. Next, you'll see that the handling of missing values, the standardization of numeric features as well as one-hot encoding for categorical fields can all be accomplished without writing a line of code. Finally, you'll use the pipeline to make predictions on new data. Once you have finished this course, you will have a clear understanding of the capabilities of Azure ML and specifically its designer when it comes to defining and managing pipelines - which can be used for both training and inferencing.

Содержание

Course Overview 2m 8s
Getting Started with the Azure Machine Learning Designer 51m 29s
Building a Model Training Pipeline 45m 57s
Publishing a Batch Inference Pipeline 35m 39s
Deploying a Batch Inference Pipeline 29m 44s
Файлы примеров: присутствуют
Формат видео: MP4
Видео: MPEG4 Video (H264) 1281x720 30fps 293kbps [V: English [eng] (h264 high L4.0, yuv420p, 1281x720, 293 kb/s)]
Аудио: AAC 44100Hz stereo 95kbps [A: SoundHandler [eng] (aac lc, 44100 Hz, stereo, 95 kb/s)]

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Доп. информация: Level Intermediate
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