From the course: AWS Certified Machine Learning Engineer Associate (MLA-C01) Cert Prep
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Extracting data from storage
From the course: AWS Certified Machine Learning Engineer Associate (MLA-C01) Cert Prep
Extracting data from storage
(gentle music) - [Instructor] Hello guys, and welcome. So in today's lesson, we're going to talk about the Amazon S3 Transfer Acceleration and the Amazon EBS Provisioned IOPS. So what is the Amazon S3 Transfer Acceleration? Well, this is a bucket level feature, which is designed to accelerate the long distance file transfers to and from the Amazon S3. It's optimized for speed, so it uses the Amazon CloudFront's edge locations in order to route the data efficiently over optimized network paths. It also ensures faster and secure data transfers. So some of the benefits of the Amazon S3 Transfer Acceleration includes faster data transfers, so it accelerates long distance uploads and downloads, reducing the time required to move the data across geographically distant locations. It also avoids internet routing issues and congestion by using the optimized AWS network paths. And it fully utilizes your available bandwidth in order to deliver better throughput. Some of the use cases include in…
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Contents
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Intro: Data storage and ingestion1m 10s
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The three Vs1m 54s
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Types of data3m 27s
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Batch versus streaming1m 32s
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OLTP vs. OLAP2m 11s
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Data formats4m 10s
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Data modeling3m 19s
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Data warehouses1m 17s
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Data lakes3m 1s
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Data ingestion scenarios3m 5s
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Amazon FSx4m 9s
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Hands-on learning: Loading data into model training resource8m 24s
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Amazon Kinesis Data Streams9m 18s
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Hands-on learning: Create a data stream3m 30s
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Using EFS with Lambda1m 25s
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Hands-on learning: Create an AWS Lambda function to consume a Kinesis Data Stream3m 50s
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Amazon Kinesis Client Library (KCL)2m 52s
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Apache Kafka7m 32s
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Amazon MSK6m 33s
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Kinesis vs. MSK4m 1s
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Amazon Data Firehose4m 9s
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Hands-on learning: Configure an Amazon Data Firehose stream5m 33s
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Amazon Managed Service for Apache Flink2m 22s
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Amazon Kinesis Analytics5m 22s
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Amazon Kinesis Video Streams5m 47s
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Amazon Redshift5m 14s
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Amazon Redshift Serverless5m 4s
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Storage platforms4m 14s
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Aligning to access patterns8m 35s
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Cost and performance comparisons3m 4s
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Extracting data from storage6m 56s
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Summary of storage options7m 43s
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Exam cram11m 34s
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