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Using Machine Learning for Serverless Analytics

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.

Danilo Poccia

February 27, 2019
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  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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?

    View Slide

  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

    View Slide

  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

    View Slide

  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!

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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 :)

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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

    View Slide

  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)

    View Slide

  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

    View Slide

  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)

    View Slide

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

    View Slide

  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
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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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