Keepsake

Keepsake

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Amazon Elastic Inference Keepsake

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Amazon Elastic Inference:

About

Amazon Elastic Inference allows you to attach low-cost GPU-powered acceleration to Amazon EC2 and Sagemaker instances or Amazon ECS tasks, to reduce the cost of running deep learning inference by up to 75%. Amazon Elastic Inference supports TensorFlow, Apache MXNet, PyTorch and ONNX models. Inference is the process of making predictions using a trained model. In deep learning applications, inference accounts for up to 90% of total operational costs for two reasons. Firstly, standalone GPU instances are typically designed for model training - not for inference. While training jobs batch process hundreds of data samples in parallel, inference jobs usually process a single input in real time, and thus consume a small amount of GPU compute. This makes standalone GPU inference cost-inefficient. On the other hand, standalone CPU instances are not specialized for matrix operations, and thus are often too slow for deep learning inference.
Keepsake:

About

Keepsake is an open-source Python library designed to provide version control for machine learning experiments and models. It enables users to automatically track code, hyperparameters, training data, model weights, metrics, and Python dependencies, ensuring that all aspects of the machine learning workflow are recorded and reproducible. Keepsake integrates seamlessly with existing workflows by requiring minimal code additions, allowing users to continue training as usual while Keepsake saves code and weights to Amazon S3 or Google Cloud Storage. This facilitates the retrieval of code and weights from any checkpoint, aiding in re-training or model deployment. Keepsake supports various machine learning frameworks, including TensorFlow, PyTorch, scikit-learn, and XGBoost, by saving files and dictionaries in a straightforward manner. It also offers features such as experiment comparison, enabling users to analyze differences in parameters, metrics, and dependencies across experiments.
Amazon Elastic Inference:

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported
Keepsake:

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported
Amazon Elastic Inference:

Audience

IT teams that need an advanced Infrastructure as a Service solution
Keepsake:

Audience

Developers in need of a tool to manage their code and enhance the efficiency of their workflows
Amazon Elastic Inference:

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported
Keepsake:

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported
Amazon Elastic Inference:

API

Offers API Not Supported
Keepsake:

API

Offers API Supported
Amazon Elastic Inference:

Screenshots and Videos

Keepsake:

Screenshots and Videos

Amazon Elastic Inference:

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported
Keepsake:

Pricing

Free
Free Version Supported
Free Trial Not Supported
Amazon Elastic Inference:

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software
Keepsake:

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software
Amazon Elastic Inference:

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported
Keepsake:

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported
Amazon Elastic Inference:

Company Information

Amazon
Founded: 2006
United States
aws.amazon.com/machine-learning/elastic-inference/
Keepsake:

Company Information

Replicate
United States
keepsake.ai/
Amazon Elastic Inference:

Alternatives

Keepsake:

Alternatives

Amazon Elastic Inference:
Keepsake:
TensorBoard

TensorBoard

Tensorflow
Amazon Elastic Inference:
AWS Neuron

AWS Neuron

Amazon Web Services
Keepsake:
Amazon Elastic Inference:
Keepsake:
Amazon Elastic Inference:
Keepsake:
Amazon Elastic Inference:

Categories

Keepsake:

Categories

Amazon Elastic Inference:

Integrations

PyTorch Supported
TensorFlow Supported
Amazon EC2 Supported
Amazon EC2 G4 Instances Supported
Amazon S3 Not Supported
Amazon Web Services (AWS) Supported
Google Cloud Storage Not Supported
JSON Not Supported
MXNet Supported
Python Not Supported
scikit-learn Not Supported
Keepsake:

Integrations

PyTorch Supported
TensorFlow Supported
Amazon EC2 Not Supported
Amazon EC2 G4 Instances Not Supported
Amazon S3 Supported
Amazon Web Services (AWS) Not Supported
Google Cloud Storage Supported
JSON Supported
MXNet Not Supported
Python Supported
scikit-learn Supported
Amazon Elastic Inference:
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Keepsake:
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