You're reading from Azure Data Scientist Associate Certification Guide

Product typeBook

Published inDec 2021

Reading LevelBeginner

PublisherPackt

ISBN-139781800565005

Edition1st Edition

Languages

Python

Tools

Azure Functions

Concepts

Machine Learning

Authors (2):

Andreas Botsikas

Michael Hlobil

View More author details

Summary

In this chapter, you learned how the AzureML Python SDK is structured. You also discovered the AzureML notebook editor, which allows you to code Python scripts. You then worked with the SDK. You started your coding journey by managing the compute targets that are attached to the AzureML workspace. You then attached new datastores and got a reference to existing ones, including the default datastore for the workspace. Then, you worked with various files and tabular-based datasets and learned how to reuse them by registering them in the workspace.

Finally, you worked with the AzureML CLI extension, which is a client that utilizes the Python SDK you explored in this chapter.

In the next chapter, you will build on top of this knowledge and learn how to use the AzureML SDK during the data science experimentation phase. You will also learn how to track metrics on your data science experiments, as well as how to scale your training into bigger computes, by running scripts in...

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Azure Data Scientist Associate Certification Guide

Published in: Dec 2021Publisher: PacktISBN-13: 9781800565005

Authors (2)

Andreas Botsikas

Andreas Botsikas is an experienced advisor working in the software industry. He has worked in the finance sector, leading highly efficient DevOps teams, and architecting and building high-volume transactional systems. He then traveled the world, building AI-infused solutions with a group of engineers and data scientists. Currently, he works as a trusted advisor for customers onboarding into Azure, de-risking and accelerating their cloud journey. He is a strong engineering professional with a Doctor of Philosophy (Ph.D.) in resource optimization with artificial intelligence from the National Technical University of Athens.
Read more about Andreas Botsikas

Michael Hlobil

Michael Hlobil is an experienced architect focused on quickly understanding customers' business needs, with over 25 years of experience in IT pitfalls and successful projects, and is dedicated to creating solutions based on the Microsoft Platform. He has an MBA in Computer Science and Economics (from the Technical University and the University of Vienna) and an MSc (from the ESBA) in Systemic Coaching. He was working on advanced analytics projects in the last decade, including massive parallel systems and Machine Learning systems. He enjoys working with customers and supporting the journey to the cloud.
Read more about Michael Hlobil

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