Amazon Sagemaker vs nteract
Comparing two data science notebooks.
Amazon Sagemaker
nteract
Amazon SageMaker helps data scientists and developers to prepare, build, train, and deploy high-quality machine learning (ML) models quickly by bringing together a broad set of capabilities purpose-built for ML.
nteract is an open-source organization committed to creating fantastic interactive computing experiences that allow people to collaborate with ease.
Setup
Can you self-host?
No, you must use a managed offering
Can you self-host?
You can self-host (setup in minutes)
Features
Is it Jupyter compatible?
Jupyter-compatible
Is it Jupyter compatible?
Jupyter-compatible
Programming languages
Jupyter languages (e.g. Python, R)
Programming languages
Jupyter languages (e.g. Python, R)
What kind of data sources can you connect to?
Connect with Jupyter libraries (e.g. SQLAlchemy, psycopg2)
AWS
What kind of data sources can you connect to?
Connect with Jupyter libraries (e.g. SQLAlchemy, psycopg2)
What kind of data visualization can you do?
Jupyter data visualization (e.g. Matplotlib, Altair, Plotly)
What kind of data visualization can you do?
Jupyter data visualization (e.g. Matplotlib, Altair, Plotly)
Reactivity
No reactivity, you decide the execution order
Reactivity
No reactivity, you decide the execution order
Management
Reproducability
There is no support for reproducability
Reproducability
With effort, you can make reproducible environments
Comments
File-based (use GitHub)
Comments
File-based (use GitHub)
Notebook organization
View notebooks in a list
Notebook organization
File-based
Licensing
Price
Free tier
Pay for compute
Price
Free
Alternatives to Amazon Sagemaker and nteract
Compare Amazon Sagemaker and nteract with other data science notebook tools.
| Tool | Setup | Jupyter compatibility | Programming languages | Data visualization | Collaborative editing | Pricing | License |
|---|---|---|---|---|---|---|---|
| Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Limited collaboration | Free and paid options | Proprietary |
| nteract | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
| Jupyter Compare with | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
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| Hex Compare with | Fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
| Databricks Notebooks Compare with | Self-hosted or fully managed | Jupyter-compatible | Jupyter | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
| DataCamp Workspace Compare with | Fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
| JupyterLab Compare with | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
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| Kaggle Compare with | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Limited collaboration | Free | Proprietary |
| Nextjournal Compare with | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Realtime collaboration | Free and paid options | Proprietary |
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| Query.me Compare with | Fully managed | None | SQL | Visualization UI builder | File-based or asynchronous collaboration | Free and paid options | Proprietary |
| VS Code Compare with | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
| Mode Notebooks Compare with | Fully managed | None | SQL, R, Python | Visualization UI builder | File-based or asynchronous collaboration | Unknown | Proprietary |
| Querybook Compare with | Self-hosted | None | Python | Visualization UI builder | Realtime collaboration | Free | Open source |
| Zeppelin Compare with | Self-hosted | None | Python, SQL, Spark | Unknown | File-based or asynchronous collaboration | Free | Open source |
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| Polynote Compare with | Self-hosted | None | Scala, Python | Unknown | File-based or asynchronous collaboration | Free | Open source |
| Noteable Compare with | Unknown | Jupyter-compatible | Jupyter | Visualize with code | Unknown | Unknown | Proprietary |
| Zepl Compare with | Fully managed | Unknown | Python, R | Unknown | Realtime collaboration | Unknown | Proprietary |
| Count Compare with | Fully managed | None | SQL, Python | Visualization UI builder | Unknown | Unknown | Proprietary |