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.
Topic Modeling
Latest Version:
1.3.2
Uncover hidden patterns in text data using advanced topic modeling
Product Overview
Topic Modeling is a powerful text analysis tool for discovering hidden patterns and trends in large collections of text documents. Leveraging the power of the advanced transorfmer based models, this solution employs state-of-the-art natural language processing techniques and machine learning algorithms to provide exceptional topic modeling results. The comprehensive text preprocessing pipeline, including tokenization, part-of-speech tagging, and lemmatization, ensures clean and normalized input data for analysis. With an easy-to-use interface, this solution is accessible to users of all skill levels, enabling them to quickly retrieve dominant topics, topic probabilities, and top words for each topic, gaining valuable insights into their text data.
Key Data
Version
Type
Model Package
Highlights
Topic Modeling is a machine learning approach that uses unsupervised learning to identify clusters of similar words in a document. It presents a powerful text-mining technique that enables the discovery of concealed semantic structures within a body of text.
This solution can be used to create solutions to determine the topic of a set of documents based on the content, generate meaningful insights from the similar words in the entire corpus of text data and extract a summary of the underlying text and discover important contexts from the text.
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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.
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$5.00/hr
running on ml.t2.medium
Model Batch Transform$50.00/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$0.056/host/hr
running on ml.t2.medium
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.r5d.2xlarge | $5.00 | |
ml.c5d.large | $5.00 | |
ml.m5.2xlarge | $5.00 | |
ml.r5.large | $5.00 | |
ml.r5d.large | $5.00 | |
ml.m6g.2xlarge | $5.00 | |
ml.c5d.4xlarge | $5.00 | |
ml.c5.2xlarge | $5.00 | |
ml.r5.xlarge | $5.00 | |
ml.r5d.xlarge | $5.00 | |
ml.c5.xlarge | $5.00 | |
ml.m6g.xlarge | $5.00 | |
ml.m6g.large | $5.00 | |
ml.r5.4xlarge | $5.00 | |
ml.c5.large | $5.00 | |
ml.m5.xlarge | $5.00 | |
ml.c5.4xlarge | $5.00 | |
ml.c5d.xlarge | $5.00 | |
ml.r5d.4xlarge | $5.00 | |
ml.m5.large | $5.00 | |
ml.t2.xlarge | $5.00 | |
ml.t2.large | $5.00 | |
ml.r5.2xlarge | $5.00 | |
ml.t2.medium Vendor Recommended | $5.00 | |
ml.t2.2xlarge | $5.00 | |
ml.m6g.4xlarge | $5.00 | |
ml.c5d.2xlarge | $5.00 |
Usage Information
Model input and output details
Input
Summary
Input is a json file containing the text document to be analyzed
Input MIME type
application/jsonSample input data
Output
Summary
A json containing all the topics identified, the dominant topic and the probability of dominant topic
Output MIME type
application/jsonSample output data
Sample notebook
Additional Resources
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
Topic Modeling
Business hours email support marketplaceSupp@harman.com
AWS Infrastructure
AWS Support is a one-on-one, fast-response support channel that is staffed 24x7x365 with experienced and technical support engineers. The service helps customers of all sizes and technical abilities to successfully utilize the products and features provided by Amazon Web Services.
Learn MoreRefund Policy
We do not provide any usage related refunds at this time.
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