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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Autoencoder for Anomaly Detection
Latest Version:
v1
Identifies potential anomalies from transaction and or sensor data with a deep learning autoencoder.
Product Overview
This algorithm uses a neural network built in Tensorflow to predict anomalies from transaction and/or sensor data feeds. The model outputs predictions and reconstruction errors for the observations that highlight potential anomalies. Using an adjustable lower order basis representation of the space, the model includes 2 hidden layers and default 0.01 learning rate for minimizing loss on a RMS objective function.
Key Data
Version
Categories
Type
Algorithm
Highlights
Tensorflow, Machine Learning, Neural Network, Anomaly Detection
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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.
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$0.00/hr
running on ml.m5.24xlarge
Model Realtime Inference$0.00/hr
running on ml.m5.24xlarge
Model Batch Transform$0.00/hr
running on ml.m5.24xlarge
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$5.53/host/hr
running on ml.m5.24xlarge
SageMaker Realtime Inference$5.53/host/hr
running on ml.m5.24xlarge
SageMaker Batch Transform$5.53/host/hr
running on ml.m5.24xlarge
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.xlarge | $0.00 | |
ml.m4.2xlarge | $0.00 | |
ml.m4.4xlarge | $0.00 | |
ml.m4.10xlarge | $0.00 | |
ml.m4.16xlarge | $0.00 | |
ml.m5.large | $0.00 | |
ml.m5.xlarge | $0.00 | |
ml.m5.2xlarge | $0.00 | |
ml.m5.4xlarge | $0.00 | |
ml.m5.12xlarge | $0.00 | |
ml.m5.24xlarge Vendor Recommended | $0.00 | |
ml.c4.xlarge | $0.00 | |
ml.c4.2xlarge | $0.00 | |
ml.c4.4xlarge | $0.00 | |
ml.c4.8xlarge | $0.00 | |
ml.c5.xlarge | $0.00 | |
ml.c5.2xlarge | $0.00 | |
ml.c5.4xlarge | $0.00 | |
ml.c5.9xlarge | $0.00 | |
ml.c5.18xlarge | $0.00 |
Usage Information
Fulfillment Methods
Amazon SageMaker
Must have numeric columns, 'ProdPerMinute', 'Pressure', 'BaroPressure', 'WasteGas', 'LossOfEfficiency', 'SR', 'PowerIn', '1dp', '2dp', '3dp', '4dp', '5dp', '6dp' and String columns, 'Plant', and 'ProductLine' with a column 'TimeStamp' in format '%m/%d/%Y %H:%M' i.e. 1/10/2010 0:03. See notebook for usage instructions
Channel specification
Fields marked with * are required
training
*Input channel that provides training data
Input modes: File
Content types: text/csv
Compression types: None
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
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
NA
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