Average Ratings 0 Ratings
Average Ratings 0 Ratings
Description
Sandboxed containers and virtual private cloud (VPC) configurations facilitate network isolation, thereby safeguarding application runtimes. SAE offers robust solutions geared towards high availability for large-scale events, which necessitate exact capacity management, extensive scalability, along with service throttling and degradation. Fully-managed Infrastructure as a Service (IaaS) utilizing Kubernetes clusters presents cost-effective options for businesses. SAE is capable of scaling in mere seconds while enhancing the efficiency of runtimes and expediting Java application initialization. The One-Stop Platform as a Service (PaaS) encompasses seamlessly integrated basic services, microservices, and DevOps tools. SAE also supports comprehensive lifecycle management for applications, allowing the implementation of various release strategies, including phased and canary releases. Furthermore, it accommodates a traffic-ratio-based canary release model, ensuring that the entire release process is fully observable and can be easily reverted if necessary. This comprehensive approach not only streamlines deployment but also enhances overall operational resilience.
Description
KServe is a robust model inference platform on Kubernetes that emphasizes high scalability and adherence to standards, making it ideal for trusted AI applications. This platform is tailored for scenarios requiring significant scalability and delivers a consistent and efficient inference protocol compatible with various machine learning frameworks. It supports contemporary serverless inference workloads, equipped with autoscaling features that can even scale to zero when utilizing GPU resources. Through the innovative ModelMesh architecture, KServe ensures exceptional scalability, optimized density packing, and smart routing capabilities. Moreover, it offers straightforward and modular deployment options for machine learning in production, encompassing prediction, pre/post-processing, monitoring, and explainability. Advanced deployment strategies, including canary rollouts, experimentation, ensembles, and transformers, can also be implemented. ModelMesh plays a crucial role by dynamically managing the loading and unloading of AI models in memory, achieving a balance between user responsiveness and the computational demands placed on resources. This flexibility allows organizations to adapt their ML serving strategies to meet changing needs efficiently.
API Access
Has API
No
API Access
Has API
Yes
Integrations
Alibaba Cloud
Yes
Bloomberg
No
Docker
No
Gojek
No
IBM Cloud
No
Kubeflow
No
Kubernetes
No
NAVER
No
NVIDIA DRIVE
No
ZenML
No
Integrations
Alibaba Cloud
No
Bloomberg
Yes
Docker
Yes
Gojek
Yes
IBM Cloud
Yes
Kubeflow
Yes
Kubernetes
Yes
NAVER
Yes
NVIDIA DRIVE
Yes
ZenML
Yes
Pricing Details
No price information available.
Free Trial
No
Free Version
No
Pricing Details
Free
Free Trial
No
Free Version
Yes
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
No
Chromebook
No
Deployment
Web-Based
No
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
Yes
Mac
Yes
Linux
Yes
Chromebook
No
Customer Support
Business Hours
Yes
Live Rep (24/7)
No
Online Support
Yes
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Types of Training
Training Docs
Yes
Webinars
Yes
Live Training (Online)
No
In Person
No
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Vendor Details
Company Name
Alibaba Cloud
Founded
2008
Country
China
Website
www.alibabacloud.com/product/severless-application-engine
Vendor Details
Company Name
KServe
Website
kserve.github.io/website/latest/
Product Features
Serverless
API Proxy
No
Application Integration
No
Data Stores
No
Developer Tooling
No
Orchestration
No
Reporting / Analytics
No
Serverless Computing
No
Storage
No
Product Features
Machine Learning
Deep Learning
No
ML Algorithm Library
No
Model Training
No
Natural Language Processing (NLP)
No
Predictive Modeling
No
Statistical / Mathematical Tools
No
Templates
No
Visualization
No