Amazon Elastic InferenceAmazon
|
KeepsakeReplicate
|
|||||
| Amazon Elastic Inference | Keepsake | |||||
|---|---|---|---|---|---|---|
Related Products
|
||||||
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/
|
Keepsake:
Reviews/
|
|||||
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 InformationAmazon
Founded: 2006
United States
aws.amazon.com/machine-learning/elastic-inference/
|
Keepsake:
Company InformationReplicate
United States
keepsake.ai/
|
|||||
Amazon Elastic Inference:
Alternatives |
Keepsake:
Alternatives |
|||||
|
Amazon Elastic Inference:
|
Keepsake:
|
|||||
|
Amazon Elastic Inference:
|
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
|
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
|
|||||
|
Amazon Elastic Inference:
|
Keepsake:
|