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What is Coiled?
Coiled streamlines the enterprise-level use of Dask by overseeing clusters within your AWS or GCP accounts, providing a safe and effective approach to deploying Dask in production settings. With Coiled, you can establish cloud infrastructure in just a few minutes, ensuring a hassle-free deployment experience that requires minimal input from you. The platform allows you to customize the types of cluster nodes according to your specific analytical needs, enhancing the versatility of your workflows. You can utilize Dask seamlessly within Jupyter Notebooks while enjoying access to real-time dashboards that deliver insights concerning your clusters' performance. Additionally, Coiled simplifies the creation of software environments with tailored dependencies that cater to your Dask workflows. Prioritizing enterprise-level security, Coiled also offers cost-effective solutions through service level agreements, user management capabilities, and automated cluster termination when they are no longer necessary. The process of deploying your cluster on AWS or GCP is user-friendly and can be achieved in mere minutes without the need for a credit card. You can start your code from various sources, such as cloud-based services like AWS SageMaker, open-source platforms like JupyterHub, or even directly from your personal laptop, which ensures you can work from virtually anywhere. This remarkable level of accessibility and customization positions Coiled as an outstanding option for teams eager to utilize Dask efficiently and effectively. Furthermore, the combination of rapid deployment and intuitive management tools allows teams to focus on their data analysis rather than the complexities of infrastructure setup.
What is Amazon SageMaker Edge?
The SageMaker Edge Agent is designed to gather both data and metadata according to your specified parameters, which supports the retraining of existing models with real-world data or the creation of entirely new models. The information collected can also be used for various analytical purposes, such as evaluating model drift. There are three different deployment options to choose from. One option is GGv2, which is about 100MB and offers a fully integrated solution within AWS IoT. For those using devices with constrained capabilities, we provide a more compact deployment option built into SageMaker Edge. Additionally, we support clients who wish to utilize alternative deployment methods by permitting the integration of third-party solutions into our workflow. Moreover, Amazon SageMaker Edge Manager includes a dashboard that presents insights into the performance of models deployed throughout your network, allowing for a visual overview of fleet health and identifying any underperforming models. This extensive monitoring feature empowers users to make educated decisions regarding the management and upkeep of their models, ensuring optimal performance across all deployments. In essence, the combination of these tools enhances the overall effectiveness and reliability of model management strategies.
Integrations Supported
Amazon Web Services (AWS)
Conda
Dask
Docker
Google Cloud Platform
Jupyter Notebook
JupyterHub
Maven
Integrations Supported
Amazon Web Services (AWS)
Amazon SageMaker
Amazon SageMaker Unified Studio
API Availability
API Availability
Pricing Information
$0.05 per CPU hour
Free Version
Pricing Information
Pricing not provided
Supported Platforms
SaaS
Supported Platforms
SaaS
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Customer Service / Support
Web-Based Support
Training Options
Documentation Hub
Webinars
On-Site Training
Training Options
Documentation Hub
Company Facts
Organization Name
Coiled
Company Website
coiled.io
Company Facts
Organization Name
Amazon
Date Founded
2006
Company Location
United States
Company Website
aws.amazon.com/sagemaker/edge/
Categories and Features
DevOps
Not specified