Using Machine Learning for Serverless Analytics

AWS Summit, Berlin, February 27th, 2019

Serverless is not just functions! The same approach can be used for different use cases, such as building batch or real-time analytics powered by fully-managed machine learning service. Extracting insights and actionable information from data requires a broad array of technology that can work with data in an efficient, scalable, and cost-effective way. In this session, we’ll implement step-by-step a serverless analytics platform that can process static content (such as files) and real-time data (such as video, audio, application logs, website clickstreams, and IoT telemetry), enrich data using API-driven machine learning services, query data instantly, and build visualizations to perform ad-hoc analysis.

Transcript

1. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
   S U M M I T
   Using Machine Learning
   for Serverless Analytics
   Danilo Poccia
   Principal Evangelist, Serverless
   AWS
   @danilop
   

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2. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
   S U M M I T
   What is serverless?
   No infrastructure provisioning,
   no management
   Automatic scaling
   Pay for value Highly available and secure
   

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3. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
   S U M M I T
   More machine learning happens on AWS than anywhere else
   

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4. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
   S U M M I T
   FRAMEWORKS AND INTERFACES
   ML for data scientists
   KERAS
   Frameworks Interfaces
   APPLICATION SERVICES
   ML for everyone
   PLATFORM SERVICES
   ML for engineers
   NVIDIA
   Tesla V100 GPUs
   (14x faster than P2)
   Machine Learning
   AMIs
   INFRASTRUCTURE
   Powering the ML
   Intel Xeon
   Skylake
   (Optimized for ML)
   A W S
   G R E E N G R A S S M L
   L E X P O L L Y R E K O G N I T I O N
   I M A G E & V I D E O
   T R A N S C R I B E T R A N S L A T E C O M P R E H E N D F O R E C A S T P E R S O N A L I Z E
   A M A Z O N
   S A G E M A K E R
   A W S
   D E E P L E N S
   S A G E M A K E R
   G R O U N D T R U T H &
   M E C H A N IC A L T U R K
   S P A R K
   & E M R
   

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5. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
   S U M M I T
   Can I build a completely serverless data analytics platform?
   Can I process both batch and streaming data?
   Can I use Machine Learning to get insights from data?
   What about text, audio, images, and videos?
   

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6. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
   S U M M I T
   Serverless Machine Learning + Analytics
   Files S3 Bucket
   AWS IoT Core
   

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7. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
   S U M M I T
   Serverless Machine Learning + Analytics
   Files S3 Bucket
   AWS IoT Core
   S3
   Bucket
   

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8. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
   S U M M I T
   Serverless Machine Learning + Analytics
   Files S3 Bucket
   AWS IoT Core
   S3
   Bucket
   • Validate syntax
   • Enrich data
   • External lookups
   • DynamoDB Table
   • RDS Database
   • Anything, it’s your code!
   

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9. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
   S U M M I T
   Serverless Machine Learning + Analytics
   Files S3 Bucket
   AWS IoT Core
   S3
   Bucket
   

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10. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files S3 Bucket
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT Core
    S3
    Bucket
    

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11. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files S3 Bucket
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT Core
    S3
    Bucket
    • Integrated Data Catalog
    • Automatic schema discovery
    • Code generation
    • Developer endpoints
    • Flexible job scheduler
    

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12. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files S3 Bucket
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT Core
    S3
    Bucket
    

    View Slide

13. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files S3 Bucket
    Amazon
    Athena
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT Core
    S3
    Bucket
    

    View Slide

14. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files S3 Bucket
    Amazon
    Athena
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT Core
    S3
    Bucket
    • Analyze data in Amazon S3 using standard SQL
    • There is no infrastructure to manage
    • You pay only for the queries that you run
    

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15. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files S3 Bucket
    Amazon
    Athena
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT Core
    S3
    Bucket
    

    View Slide

16. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files S3 Bucket
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT Core
    S3
    Bucket
    

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17. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files S3 Bucket
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT Core
    S3
    Bucket
    • Self-service business intelligence (BI)
    • Deliver rich, interactive dashboards for your readers
    • Pay-per-session pricing
    

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18. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files S3 Bucket
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT Core
    S3
    Bucket
    

    View Slide

19. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    S3 Bucket
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT Core
    Kinesis
    Data
    Firehose
    S3
    Bucket
    

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20. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    S3 Bucket
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT Core
    Kinesis
    Data
    Streams
    Kinesis
    Data
    Analytics
    Kinesis
    Data
    Firehose
    S3
    Bucket
    

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21. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    S3 Bucket
    AWS IoT Core
    Kinesis
    Data
    Streams
    Kinesis
    Data
    Analytics
    Kinesis
    Data
    Firehose
    • Capture
    • Transform
    • Load data streams
    • Process data streams in real time
    with SQL and Java (Apache Flink)
    • Sliding windows
    • Tumbling windows
    • Use built-in functions that are
    optimized for stream processing
    • Anomaly detection
    • Top-K analysis
    • Process or analyze
    streaming data
    

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22. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    S3 Bucket
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT Core
    Kinesis
    Data
    Streams
    Kinesis
    Data
    Analytics
    Kinesis
    Data
    Firehose
    S3
    Bucket
    

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23. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    Video Stream
    S3 Bucket
    Kinesis
    Video
    Stream
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT Core
    Kinesis
    Data
    Streams
    Kinesis
    Data
    Analytics
    Kinesis
    Data
    Firehose
    Outside of AWS
    S3
    Bucket
    Custom
    Processing
    

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24. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Video Stream
    Kinesis
    Video
    Stream
    AWS IoT Core
    Custom
    Processing
    Securely stream video from
    connected devices to AWS for
    analytics, machine learning (ML),
    and other processing
    Kinesis Video Producer SDK
    • Gstreamer-plugin,
    • Docker images for Ubuntu,
    MacOS, and Raspberry Pi • Kinesis Video Streams
    applications get data, such as
    fragments and frames, from a
    Kinesis video stream to view,
    process, or analyze it
    • Get media with low-latency
    using the Kinesis Video Stream
    Parser Library
    Serverless
    But you may need it :)
    

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25. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    Video Stream
    S3 Bucket
    Kinesis
    Video
    Stream
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT Core
    Kinesis
    Data
    Streams
    Kinesis
    Data
    Analytics
    Kinesis
    Data
    Firehose
    Outside of AWS
    S3
    Bucket
    Custom
    Processing
    

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26. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    Video Stream
    S3 Bucket
    Kinesis
    Video
    Stream
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    IoT
    Device
    AWS IoT Core
    Kinesis
    Data
    Streams
    Kinesis
    Data
    Analytics
    Kinesis
    Data
    Firehose
    Outside of AWS
    S3
    Bucket
    Custom
    Processing
    

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27. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    Video Stream
    S3 Bucket
    Kinesis
    Video
    Stream
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT
    Analytics
    IoT
    Device
    AWS IoT Core
    Kinesis
    Data
    Streams
    Kinesis
    Data
    Analytics
    Kinesis
    Data
    Firehose
    Outside of AWS
    S3
    Bucket
    Custom
    Processing
    

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28. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    AWS IoT
    Analytics
    IoT
    Device
    AWS IoT Core
    • Standard SQL queries
    • Run time-series analyses
    • Cleans false readings
    • Fill gaps in the data
    • Perform mathematical
    transformations of message
    data
    • Use Lambda functions to
    enrich your device data from
    external sources
    

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29. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    Video Stream
    S3 Bucket
    Kinesis
    Video
    Stream
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT
    Analytics
    IoT
    Device
    AWS IoT Core
    Kinesis
    Data
    Streams
    Kinesis
    Data
    Analytics
    Kinesis
    Data
    Firehose
    Outside of AWS
    S3
    Bucket
    Custom
    Processing
    

    View Slide

30. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    Video Stream
    S3 Bucket
    Kinesis
    Video
    Stream
    Custom
    Processing
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT
    Analytics
    IoT
    Device
    AWS IoT Core
    Kinesis
    Data
    Streams
    Kinesis
    Data
    Analytics
    Kinesis
    Data
    Firehose
    AWS
    Greengrass
    Outside of AWS
    S3
    Bucket
    

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31. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Video Stream
    IoT
    Device
    AWS IoT Core
    AWS
    Greengrass
    Outside of AWS
    • Local compute (Lambda functions)
    • Messaging
    • Data caching
    • Synchronize data
    • ML inference
    Connected devices
    

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32. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    Video Stream
    S3 Bucket
    Kinesis
    Video
    Stream
    Custom
    Processing
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT
    Analytics
    IoT
    Device
    AWS IoT Core
    Kinesis
    Data
    Streams
    Kinesis
    Data
    Analytics
    Kinesis
    Data
    Firehose
    AWS
    Greengrass
    Outside of AWS
    S3
    Bucket
    

    View Slide

33. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    Video Stream
    S3 Bucket
    Kinesis
    Video
    Stream
    Machine
    Learning
    Audio
    Image
    Video
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    AWS IoT
    Analytics
    IoT
    Device
    AWS IoT Core
    Kinesis
    Data
    Streams
    Kinesis
    Data
    Analytics
    Kinesis
    Data
    Firehose
    AWS
    Greengrass
    Outside of AWS
    Text
    Scanned
    Document
    S3
    Bucket
    Custom Models
    Machine
    Learning
    

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34. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    Video Stream
    S3 Bucket
    Kinesis
    Video
    Stream
    Amazon
    Rekognition
    Amazon
    Rekognition
    Amazon
    Comprehend
    Amazon
    Transcribe
    Text
    Audio
    Image
    Video
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    Amazon
    SageMaker
    AWS IoT
    Analytics
    IoT
    Device
    AWS IoT Core
    Kinesis
    Data
    Streams
    Kinesis
    Data
    Analytics
    Kinesis
    Data
    Firehose
    AWS
    Greengrass
    Amazon
    Translate
    Amazon
    Textract
    Outside of AWS
    Text
    Scanned
    Document
    S3
    Bucket
    Custom Models
    

    View Slide

35. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Video Stream
    S3 Bucket
    Kinesis
    Video
    Stream
    Amazon
    Rekognition
    Amazon
    Rekognition
    Amazon
    Comprehend
    Amazon
    Transcribe
    Text
    Audio
    Image
    Video
    Amazon
    SageMaker
    Amazon
    Translate
    Amazon
    Textract
    Text
    Scanned
    Document
    Custom Models
    • Dominant language
    • Entities
    • Key Phrases
    • Sentiment
    • Topic Modeling
    • Transcribe to text
    • Labels
    • Faces
    • Celebrities
    • Moderation
    • Text
    • Tracking
    • Extracts text and data
    • Built-in algorithms
    • Your own algorithms
    • Marketplace for algorithms and
    models
    Same Lambda function for all
    formats, or different Lambda
    functions using object key name
    filtering (e.g. by suffix)
    • Translate to common languages
    

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36. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Video Stream
    S3 Bucket
    Kinesis
    Video
    Stream
    Amazon
    Rekognition
    Amazon
    Rekognition
    Amazon
    Comprehend
    Amazon
    Transcribe
    Text
    Audio
    Image
    Video
    Amazon
    SageMaker
    Amazon
    Translate
    Amazon
    Textract
    Text
    Scanned
    Document
    Custom Models
    Built-in algorithms
    • Linear Learner
    • Factorization Machines
    • XGBoost Algorithm
    • Image Classification Algorithm
    • Sequence to Sequence (seq2seq)
    • K-Means Algorithm
    • Principal Component Analysis (PCA)
    • Latent Dirichlet Allocation (LDA)
    • Neural Topic Model (NTM)
    • DeepAR Forecasting
    • BlazingText
    • Random Cut Forest
    • …
    Your own algorithms
    • TensorFlow
    • Apache MXNet
    • Chainer
    • PyTorch
    • Apache Spark
    • …
    AWS Marketplace
    • Algorithms
    • Models
    

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37. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    Video Stream
    S3 Bucket
    Kinesis
    Video
    Stream
    Amazon
    Rekognition
    Amazon
    Rekognition
    Amazon
    Comprehend
    Amazon
    Transcribe
    Text
    Audio
    Image
    Video
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    Amazon
    SageMaker
    AWS IoT
    Analytics
    IoT
    Device
    AWS IoT Core
    Kinesis
    Data
    Streams
    Kinesis
    Data
    Analytics
    Kinesis
    Data
    Firehose
    AWS
    Greengrass
    Amazon
    Translate
    Amazon
    Textract
    Outside of AWS
    Text
    Scanned
    Document
    S3
    Bucket
    Custom Models
    

    View Slide

38. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    Video Stream
    S3 Bucket
    Kinesis
    Video
    Stream
    Amazon
    Rekognition
    Amazon
    Rekognition
    Amazon
    Comprehend
    Amazon
    Transcribe
    Text
    Audio
    Image
    Video
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    Amazon
    SageMaker
    AWS IoT
    Analytics
    IoT
    Device
    AWS IoT Core
    Kinesis
    Data
    Streams
    Kinesis
    Data
    Analytics
    Kinesis
    Data
    Firehose
    AWS
    Greengrass
    Amazon
    Translate
    Amazon
    Textract
    Outside of AWS
    Text
    Scanned
    Document
    S3
    Bucket
    Custom Models
    

    View Slide

39. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    Video Stream
    S3 Bucket
    Kinesis
    Video
    Stream
    Amazon
    Rekognition
    Amazon
    Rekognition
    Amazon
    Comprehend
    Amazon
    Transcribe
    Text
    Audio
    Image
    Video
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    Amazon
    SageMaker
    AWS IoT
    Analytics
    IoT
    Device
    AWS IoT Core
    Kinesis
    Data
    Streams
    Kinesis
    Data
    Analytics
    Kinesis
    Data
    Firehose
    AWS
    Greengrass
    Amazon
    Forecast
    Amazon
    Personalize
    Amazon
    Translate
    Amazon
    Textract
    Outside of AWS
    Text
    Scanned
    Document
    S3
    Bucket
    Custom Models
    

    View Slide

40. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Amazon
    Forecast
    Amazon
    Personalize
    S3
    Bucket
    Time-series forecasting
    Real-time personalization and
    recommendation
    

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41. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Serverless Machine Learning + Analytics
    Files
    Data Stream
    Video Stream
    S3 Bucket
    Kinesis
    Video
    Stream
    Amazon
    Rekognition
    Amazon
    Rekognition
    Amazon
    Comprehend
    Amazon
    Transcribe
    Text
    Audio
    Image
    Video
    Amazon
    Athena
    Amazon
    QuickSight
    AWS Glue
    (Crawlers, Jobs &
    Data Catalog)
    Amazon
    SageMaker
    AWS IoT
    Analytics
    IoT
    Device
    AWS IoT Core
    Kinesis
    Data
    Streams
    Kinesis
    Data
    Analytics
    Kinesis
    Data
    Firehose
    AWS
    Greengrass
    Amazon
    Forecast
    Amazon
    Personalize
    Amazon
    Translate
    Amazon
    Textract
    Outside of AWS
    Text
    Scanned
    Document
    S3
    Bucket
    Custom Models
    Notebook
    

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42. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Lots is taken care of
    Security
    Monitoring
    Scalability
    Availability
    Cost Optimization
    

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43. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Use only the tools you need
    Batch or Real-time or IoT
    Images or Text
    Social Media Sentiment Analysis
    …
    

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44. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Data Format Optimization
    Partitioning
    Compression
    Columnar Formats (Parquet, ORC)
    

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45. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    It’s not just Serverless
    Amazon Redshift & Redshift Spectrum
    Amazon Elastic MapReduce (EMR) & Apache Spark
    Amazon SageMaker & Jupiter Notebooks
    

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46. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Database Freedom
    Graph – Amazon Neptune
    Time Series – Amazon Timestream
    Ledger – Amazon Quantum Ledger Database (QLDB)
    

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47. S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    

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48. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    S U M M I T
    Demo
    Files S3 Bucket
    Amazon
    Rekognition
    Amazon
    Comprehend
    Amazon
    Transcribe
    Text
    Audio
    Image
    Video
    Amazon
    Athena
    Amazon
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49. Thank you!
    S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
    Danilo Poccia
    @danilop
    

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