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Amazon Sagemaker

Amazon SageMaker is a fully-managed platform that enables developers and data scientists to quickly and easily build, train, and deploy machine learning models at any scale. With Amazon SageMaker, all the barriers and complexity that typically slow down developers who want to use machine learning are removed. The service includes models that can be used together or independently to build, train, and deploy your machine learning models.

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Mphasis DeepInsights Text Pre-processor

Latest Version:
3.0
This solution helps in pre-processing textual data to provide useful information for further text analytics.

    Product Overview

    Text Pre-processor solution is an efficient way of automatically cleaning text data to make it ready for further text analytics. The model takes a corpus of text as input file and an optional Stop_Words file for stop words removal and applies NLP to generate a processed output containing tokenized words, lemmatization, noun chunks and geographical locations present in the corpus with their frequency of occurrences. This solution also generates treemap plots for most frequent words and geographical location with their corresponding frequency in the cleaned text.

    Key Data

    Type
    Model Package
    Fulfillment Methods
    Amazon SageMaker

    Highlights

    • Text pre-processor is a Natural Language Processing based solution for cleaning the textual data and providing information about the text at token level by doing NLP operations such as tokenization, lemmatization, POS tagging and Named Entity recognition. This solution provides frequency matrix for Words, Lemmas, Noun chunks and Geographical locations along with plot of most frequent words and geographical locations.

    • The model can take a maximum of 35kb (~500 rows of text) as input and process to give output.

    • Mphasis DeepInsights is a cloud-based cognitive computing platform that offers data extraction & predictive analytics capabilities. Need Customized Deep learning and Machine Learning Solutions? Get in Touch!

    Not quite sure what you’re looking for? AWS Marketplace can help you find the right solution for your use case. Contact us

    Pricing Information

    Use this tool to estimate the software and infrastructure costs based your configuration choices. Your usage and costs might be different from this estimate. They will be reflected on your monthly AWS billing reports.

    Contact us to request contract pricing for this product.


    Estimating your costs

    Choose your region and launch option to see the pricing details. Then, modify the estimated price by choosing different instance types.

    Version
    Region

    Software Pricing

    Model Realtime Inference$4.00/hr

    running on ml.m5.large

    Model Batch Transform$8.00/hr

    running on ml.m5.large

    Infrastructure Pricing

    With Amazon SageMaker, you pay only for what you use. Training and inference is billed by the second, with no minimum fees and no upfront commitments. Pricing within Amazon SageMaker is broken down by on-demand ML instances, ML storage, and fees for data processing in notebooks and inference instances.
    Learn more about SageMaker pricing

    SageMaker Realtime Inference$0.115/host/hr

    running on ml.m5.large

    SageMaker Batch Transform$0.115/host/hr

    running on ml.m5.large

    Model Realtime Inference

    For model deployment as Real-time endpoint in Amazon SageMaker, the software is priced based on hourly pricing that can vary by instance type. Additional infrastructure cost, taxes or fees may apply.
    InstanceType
    Realtime Inference/hr
    ml.m4.4xlarge
    $4.00
    ml.m5.4xlarge
    $4.00
    ml.m5d.24xlarge
    $4.00
    ml.m4.16xlarge
    $4.00
    ml.m5.2xlarge
    $4.00
    ml.m4.2xlarge
    $4.00
    ml.c5.2xlarge
    $4.00
    ml.c4.2xlarge
    $4.00
    ml.m4.10xlarge
    $4.00
    ml.c4.xlarge
    $4.00
    ml.m5.24xlarge
    $4.00
    ml.m5d.xlarge
    $4.00
    ml.m5d.large
    $4.00
    ml.c5.xlarge
    $4.00
    ml.m5.12xlarge
    $4.00
    ml.m5d.4xlarge
    $4.00
    ml.c4.4xlarge
    $4.00
    ml.c5.large
    $4.00
    ml.m5.xlarge
    $4.00
    ml.c5.9xlarge
    $4.00
    ml.m4.xlarge
    $4.00
    ml.c5.4xlarge
    $4.00
    ml.m5d.2xlarge
    $4.00
    ml.m5d.12xlarge
    $4.00
    ml.c4.large
    $4.00
    ml.m5.large
    Vendor Recommended
    $4.00
    ml.c4.8xlarge
    $4.00
    ml.t2.xlarge
    $4.00
    ml.c5.18xlarge
    $4.00
    ml.t2.large
    $4.00
    ml.t2.medium
    $4.00
    ml.t2.2xlarge
    $4.00

    Usage Information

    Model input and output details

    Input

    Summary
    • Supported content types: application/zip.
    • Zip file must contain text article as Input.txt.
    • Zip file can contain Stop_Words.txt for customized stop word removal.
    Limitations for input type
    * Maximum input file size: 35kb ( ~ 500 rows of text).
    Input MIME type
    application/zip
    Sample input data

    Output

    Summary
    • Content type: application/zip
    • Output zip file contains Output.csv having tokenized words, Lemmas, Noun chunks and geographical location with their frequency of occurrences in the cleaned data.
    • Output zip file also contain treemap plot for most frequent words and geographical locations
    Output MIME type
    application/zip
    Sample output data

    End User License Agreement

    By subscribing to this product you agree to terms and conditions outlined in the product End user License Agreement (EULA)

    Support Information

    Mphasis DeepInsights Text Pre-processor

    For any assistance reach out to us at:

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    Refund Policy

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