December 2020
Intermediate to advanced
290 pages
5h 4m
English
book
Data Science Solutions on Azure: Tools and Techniques Using Databricks and MLOps
by Julian Soh, Priyanshi Singh
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Index
A
Apache Spark
Automated Machine Learning (AutoML)
definition
Python SDK
Studio vs. SDK features
studio web
users
AutoResolveIntegrationRuntime
Azure Blob Storage
container
definition
deployment process
personal computer, difference
Storage Explorer
types
UI
Azure container instance (ACI)
Azure Databricks
analytics/business intelligence
benefits
data engineers
completeness
correct format
data cleanliness
proper schema
data scientists
definition
deploying
ecosystem
ELT
exploring
connecting to clusters
customizing clusters
data engineering/data science
Spark compute cluster
resources
use cases
Azure Data Factory (ADF)
accessing on-premises data sources
architecture
assignment
cloning
creating copy data pipeline
data engineers
data pipeline/data flow
datasets
datasets/link services
definition ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.