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You're reading from  Practical Machine Learning on Databricks

Product typeBook
Published inNov 2023
Reading LevelIntermediate
PublisherPackt
ISBN-139781801812030
Edition1st Edition
Languages
Python
Concepts
Data Science
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Author (1)
Debu Sinha
Debu Sinha
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Debu Sinha

Debu is an experienced Data Science and Engineering leader with deep expertise in Software Engineering and Solutions Architecture. With over 10 years in the industry, Debu has a proven track record in designing scalable Software Applications, Big Data, and Machine Learning systems. As Lead ML Specialist on the Specialist Solutions Architect team at Databricks, Debu focuses on AI/ML use cases in the cloud and serves as an expert on LLMs, Machine Learning, and MLOps. With prior experience as a startup co-founder, Debu has demonstrated skills in team-building, scaling, and delivering impactful software solutions. An established thought leader, Debu has received multiple awards and regularly speaks at industry events.
Read more about Debu Sinha

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Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

Symbols

%pip

utilizing, in notebooks to install notebook-scoped libraries 42, 43

A

access

managing, in Model Registry 100-110

algorithms

supported, by Databricks AutoML 79

Amazon Simple Storage Service (S3) 4

Amazon Web Service (AWS) 14, 20

analysis of variance (ANOVA) 175

Apache Spark 12, 49

application programming interface (API) 64

area under the receiver operating characteristic curve (AUC-ROC) 66

artificial intelligence (AI) 10

Atomicity, Consistency, Isolation, and Durability (ACID) 14, 193

automatic logging (autolog) capabilities 66

AutoML 77

need for 78

reference link 38, 95

running, on churn prediction dataset 83-95

Azure Data Lake Storage (ADLS) 4

B

Bank Customer Churn 99

batch inference 49

ML models, deploying for ...

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Published in: Nov 2023Publisher: PacktISBN-13: 9781801812030
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Author (1)

author image
Debu Sinha

Debu is an experienced Data Science and Engineering leader with deep expertise in Software Engineering and Solutions Architecture. With over 10 years in the industry, Debu has a proven track record in designing scalable Software Applications, Big Data, and Machine Learning systems. As Lead ML Specialist on the Specialist Solutions Architect team at Databricks, Debu focuses on AI/ML use cases in the cloud and serves as an expert on LLMs, Machine Learning, and MLOps. With prior experience as a startup co-founder, Debu has demonstrated skills in team-building, scaling, and delivering impactful software solutions. An established thought leader, Debu has received multiple awards and regularly speaks at industry events.
Read more about Debu Sinha

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