Dataiku, Databricks and cnvrg.io are popular machine learning platforms. This chart gives a side-by-side look at how they stack up against each other. You can use this chart to compare Sagemaker and Databricks to see if they have all the tools and solutions your data scientists need to scale and accelerate your entire machine learning pipeline.
Overview
Dataiku, Databricks and cnvrg.io are popular platforms. Here’s a side-by-side look at how they stack up against each other
Dataiku
Databricks
cnvrg.io
Cloud Agnostic
Supports On-Premise Compute
Hybrid Cloud
Container Based Platform
End-To-End Solution
Notebooks (Jupyter/Rstudio)
Scalable Deployment With Kubernetes
Continual Learning
Language Agnostic
Collaboration and Management
30+ Data Sources
Rest API
Support
Why cnvrg.io is different?
Automated Model Containerization
Open container-based platform offers flexibility and control to use any image or tool
Scalability
cnvrg.io grows with your organization, to help you deliver more models, easily adopt more compute and the industries latest tools and frameworks
Hybrid Cloud and On Premise
Whether your infrastructure is designed for on-prem, multi-cloud, or both, cnvrg.io works across AWS, Azure, Google Cloud, as well as on-premise options
Open & Flexible
Quickly unify all your teams favorite ML tools, frameworks and resources with no vendor lock-in
Model Reproducibility
Easily reproduce results with fully version ML pipelines, datasets and a library of reusable ML components
Resource Management
cnvrg.io provides extensive tools for resource management to help your IT team utilize and control all compute resources
FOR DATA SCIENTISTS
Experiment at scale
Experiment at scale
Spend more time on data science and less time on technical complexity so you can deliver more high impact models
- Reproducible ML Pipelines
- Automatic End to End Version Control
- Tool, Language and Framework Agnostic
FOR DATA SCIENCE LEADERS
Deliver more value for less
Streamline the ML workflow and increase your team’s productivity, so they can deliver high impact and peak performing models that drive value
- Production-ready Pipelines
- Enhanced Governance
- AI Ready Infrastructure
FOR ML ENGINEERS
Accelerate time to production
Deliver more models to production with a scalable and secure AI ready infrastructure out of the box
- Simple Cluster Orchestration
- Canary Deployment and CI/CD Capabilities
- One Click Model Deployments
Get Started Now
Which platform is better overall? That’s something every organization has to decide based on its unique requirements, but we can help you get started. Sign up now for a free trial of cnvrg.