From the course: AWS Certified Machine Learning Engineer Associate (MLA-C01) Cert Prep
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AWS Glue
From the course: AWS Certified Machine Learning Engineer Associate (MLA-C01) Cert Prep
AWS Glue
- [Instructor] Hello guys, and welcome again. So in today's lesson, we are going to talk about the AWS Glue Service. So the AWS Glue Service is an ETL service and it's an extremely important service for the exam. You'll most probably find questions about the AWS Glue in your machine learning exam. So the AWS Glue is a fully managed ETL service, which is an extract, transform, and load service. It categorizes your data, cleans it, enrich it, and move it between various data stores and data streams. It's also designed to work with semi-structured data, and you need to be familiar with the components of the AWS Glue service. So you have the Glue console, the Glue data catalog, the Glue crawlers, the Glue ETL operations, streaming ETL in AWS Glue and Glue jobs system. And we are going to teach you the components with details in this section. So now with the components of the AWS Glue, first of all, we have the Glue console, which defines and orchestrate the ETL workflow. So this is a…
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Contents
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Intro: Exploratory data analysis1m 9s
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Plots6m 15s
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Data types9m 10s
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Data distribution3m 42s
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Feature engineering2m 3s
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Data transformation (numbers-categories)11m 9s
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Data transformation (text-images)17m 15s
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Imputation techniques7m 11s
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Unbalanced data4m 36s
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Outliers3m 33s
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Amazon EMR introduction3m 52s
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Apache Hadoop1m 48s
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Hadoop frameworks2m 18s
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Apache Spark3m 12s
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Amazon EMR architecture7m 48s
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Hands-on learning: Launch an EMR cluster13m 7s
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Transforming streaming data (Lambda and Spark)3m 52s
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EMR Serverless3m 16s
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Amazon SageMaker Feature Store8m 42s
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AWS Glue8m 18s
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Hands-on learning: AWS Glue (crawler and transformation)9m 1s
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AWS Glue Data Catalog1m 17s
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Hands-on learning: Create an AWS Glue Data Catalog3m 13s
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AWS Glue DataBrew3m 1s
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Hands-on learning: Create a DataBrew project5m 37s
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Amazon Athena5m 38s
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Hands-on learning: Running SQL queries in Athena7m 9s
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Exam cram5m 52s
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