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.
Text Classifier with auto Deep Learning
By:
Latest Version:
2.0
This solution automatically identifies and trains the best performing deep learning model for text classification.
Product Overview
This solution will evaluate between several deep learning models of various architectures on the user provided data. It will identify the best performing deep learning model architecture on the basis of validation metric for text classification. This will reduce the time and effort for the model building task for a data scientist. This solution automates several of deep learning tasks in data science.
Key Data
Version
By
Type
Algorithm
Highlights
This solution will help identify the best deep learning model architecture for the text classification data set and help improve the turn-around time for any text processing development as well as save time of a data scientist.
This solution can be used for various NLP based solutions like sentiment analysis , entity extraction etc. in various domains like banking , insurance , retail , legal and ecommerce.
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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
Algorithm Training$10/hr
running on ml.m5.4xlarge
Model Realtime Inference$10.00/hr
running on ml.m5.2xlarge
Model Batch Transform$20.00/hr
running on ml.m5.2xlarge
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 Algorithm Training$0.922/host/hr
running on ml.m5.4xlarge
SageMaker Realtime Inference$0.461/host/hr
running on ml.m5.2xlarge
SageMaker Batch Transform$0.461/host/hr
running on ml.m5.2xlarge
Algorithm Training
For algorithm training 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 | Algorithm/hr | |
|---|---|---|
ml.m4.4xlarge | $10.00 | |
ml.m5.4xlarge Vendor Recommended | $10.00 | |
ml.m4.16xlarge | $10.00 | |
ml.m5.2xlarge | $10.00 | |
ml.p3.16xlarge | $10.00 | |
ml.m4.2xlarge | $10.00 | |
ml.c5.2xlarge | $10.00 | |
ml.p3.2xlarge | $10.00 | |
ml.c4.2xlarge | $10.00 | |
ml.m4.10xlarge | $10.00 | |
ml.c4.xlarge | $10.00 | |
ml.m5.24xlarge | $10.00 | |
ml.c5.xlarge | $10.00 | |
ml.p2.xlarge | $10.00 | |
ml.m5.12xlarge | $10.00 | |
ml.p2.16xlarge | $10.00 | |
ml.c4.4xlarge | $10.00 | |
ml.m5.xlarge | $10.00 | |
ml.c5.9xlarge | $10.00 | |
ml.m4.xlarge | $10.00 | |
ml.c5.4xlarge | $10.00 | |
ml.p3.8xlarge | $10.00 | |
ml.m5.large | $10.00 | |
ml.c4.8xlarge | $10.00 | |
ml.p2.8xlarge | $10.00 | |
ml.c5.18xlarge | $10.00 |
Usage Information
Training
The zip file should contain images. The folder structure should be as specified in the usage instructions. Please go through them for more information. The current accepted image types are: png, jpg
Channel specification
Fields marked with * are required
training
*Input modes: File
Content types: text/csv, application/zip
Compression types: None, Gzip
Model input and output details
Input
Summary
This algorithm takes a zip file as an input. This zip file to be uploaded for training the model should follow the following file structure Sample.zip |----class 1 |----|----img1.png |----class 2 |----|----img1.png |----… |----class n |----|----img1.png |----dict.json
Input MIME type
text/csv, text/plain, application/zipSample input data
Output
Summary
In the training phase an appropriate architecture is identified and it is saved for inference purpose
Limitations for output type
250
Output MIME type
text/csv, text/plain, application/zipSample 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
Text Classifier with auto Deep Learning
For any assistance reach out to us at:
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
Currently we do not support refunds, but you can cancel your subscription to the service at any time.
Customer Reviews
Naman S.
Perfect AI technology for text analysing
Apr 14, 2023
What do you like best about the product?An incredible platform for unifying and classifying the text
and data in documents and files inserted in this platform. Enables the users to use AI tools for
automation over the data for text analysis and classification.... Read more
and data in documents and files inserted in this platform. Enables the users to use AI tools for
automation over the data for text analysis and classification.... Read more
Rishab S.
The best deep learning text classification tool!!
Mar 13, 2023
What do you like best about the product?As a data scientist, I have to deal with a lot of data. With this
tool, i was able to classify required data and target particulars in a more efficient way. This tool is very
useful to use, and no prerequisites are required.What do you dislike about the product?As... Read more
tool, i was able to classify required data and target particulars in a more efficient way. This tool is very
useful to use, and no prerequisites are required.What do you dislike about the product?As... Read more
Mugdha S.
View allAwesome tool with excellent solutions!!
Mar 10, 2023
What do you like best about the product?With Text Classifier with auto Deep Learning, the system can
automatically determine the best algorithm, hyperparameters, and other configurations that produce
the most accurate predictions for the given dataset. This can save significant time and re... Read more
automatically determine the best algorithm, hyperparameters, and other configurations that produce
the most accurate predictions for the given dataset. This can save significant time and re... Read more
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