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.
DeepInsights Text N-gram Analyser
By:
Latest Version:
4.1
This NLP based solution finds meaningful and frequent n-grams/phrases of words in the provided text.
Product Overview
Text n-gram analyser finds meaningful and frequent n-grams in the provided text. An n-gram is a contiguous sequence of n terms from a given sample of text. Currently, this module provides bigrams, trigrams and four-grams with their corresponding number of frequent occurrences in the text. These meaningful n-grams are handy in various linguistic analysis solutions such as entity identification, document indexing, and topic modelling.
Key Data
Version
By
Type
Model Package
Highlights
Extracted n-grams can be applied for next word predictions and spelling error corrections.
Helps in entity identification, document indexing, and topic modelling.
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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.
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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 PricingWith 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
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.m4.16xlarge | $4.00 | |
ml.m5.2xlarge | $4.00 | |
ml.p3.16xlarge | $4.00 | |
ml.m4.2xlarge | $4.00 | |
ml.c5.2xlarge | $4.00 | |
ml.p3.2xlarge | $4.00 | |
ml.c4.2xlarge | $4.00 | |
ml.m4.10xlarge | $4.00 | |
ml.c4.xlarge | $4.00 | |
ml.m5.24xlarge | $4.00 | |
ml.c5.xlarge | $4.00 | |
ml.p2.xlarge | $4.00 | |
ml.m5.12xlarge | $4.00 | |
ml.p2.16xlarge | $4.00 | |
ml.c4.4xlarge | $4.00 | |
ml.m5.xlarge | $4.00 | |
ml.c5.9xlarge | $4.00 | |
ml.m4.xlarge | $4.00 | |
ml.c5.4xlarge | $4.00 | |
ml.p3.8xlarge | $4.00 | |
ml.m5.large Vendor Recommended | $4.00 | |
ml.c4.8xlarge | $4.00 | |
ml.p2.8xlarge | $4.00 | |
ml.c5.18xlarge | $4.00 |
Usage Information
Model input and output details
Input
Summary
- Sample input file: India’s highest award for lifetime achievement in sports is named after the hockey wizard – Dhyan Chand Award.
- The input file is in with “utf-8” encoding
- The text should be written in English language
- The size of input text file should be less than 200 KB
Input MIME type
text/plainSample input data
Output
Summary
- The Columns in output file:
- Freq_bigram : Count of bigram (decreasing order)
- Freq_3gram : Count of 3_gram (decreasing order)
- Freq_4gram : Count of 4_gram (decreasing order)
Output MIME type
text/csv, text/plain, application/jsonSample output data
Sample notebook
Additional Resources
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Support Information
DeepInsights Text N-gram Analyser
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