Amazon Sagemaker
WebsiteAmazon 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.
Amazon Sagemaker vs Vertex AI:
a side-by-side comparison for 2024
Comparing two data science notebooks.
Vertex AI
WebsiteVertex AI is Google Cloud's comprehensive machine learning platform that enables businesses to build, deploy, and scale AI models effortlessly.
Amazon Sagemaker
Vertex AI
Setup
Fully managed (setup in hours)
Fully managed (setup in hours)
Can you self-host?
Can you self-host?
No, you must use a managed offering
You can self-host (setup in hours)
Features
Is it Jupyter compatible?
Is it Jupyter compatible?
Jupyter-compatible
Jupyter-compatible
Programming languages
Programming languages
Jupyter languages (e.g. Python, R)
SQL
JS
Julia
R
Python
What kind of data sources can you connect to?
What kind of data sources can you connect to?
Connect with Jupyter libraries (e.g. SQLAlchemy, psycopg2)
AWS
Provided file storage
What kind of data visualization can you do?
What kind of data visualization can you do?
Jupyter data visualization (e.g. Matplotlib, Altair, Plotly)
UI for building charts
Reactivity
Reactivity
No reactivity, you decide the execution order
Reactivity with caveats
Notebook scheduling with additional tools
Notebook scheduling is built in
Management
Reproducibility
Reproducibility
There is no support for reproducibility
Unknown
File-based (use Git)
No version history
No support for collaborative editors
Multiple editors at the same time
Comments
Comments
File-based (use GitHub)
No support for comments
Notebook organization
Notebook organization
View notebooks in a list
View notebooks in a list
Licensing
License
License
Proprietary
Proprietary
Price
Price
Free tier
Pay for compute
Free tier
Pay for compute