PortPort IO
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TabFMGoogle
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Related Products
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About
Port is a platform for building no-code, holistic, Internal Developer Portals. Port's software catalog covers microservices, resources, custom assets and fits any data model, with in-context maturity scorecards. Its portals support any developer self-service action and workflow automation.
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About
TabFM is a zero-shot foundation model for tabular data, designed to simplify classification and regression workflows that traditionally require manual model training, hyperparameter tuning, and domain-specific feature engineering. Built specifically for tables, TabFM reframes tabular prediction as an in-context learning problem: instead of fitting a new supervised model to each dataset, it takes historical training examples and target testing rows together as one unified prompt, then interprets relationships between columns and rows at inference time. Because tables are two-dimensional and orderless, TabFM uses a hybrid architecture that combines alternating row and column attention, row compression, and a dedicated Transformer for in-context learning over compressed row embeddings. This design lets the model capture complex feature interactions and dependencies while keeping prediction computationally efficient for larger datasets.
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Platforms Supported
Windows
Not Supported
Mac
Not Supported
Linux
Not Supported
Cloud
Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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Platforms Supported
Windows
Not Supported
Mac
Not Supported
Linux
Not Supported
Cloud
Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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Audience
DevOps, platform engineers, DevEx people, cloud architects
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Audience
Data scientists and machine learning teams seeking to perform zero-shot classification and regression on tabular data without task-specific training
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Support
Phone Support
Not Supported
24/7 Live Support
Supported
Online
Not Supported
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Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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API
Offers API
Supported
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API
Offers API
Not Supported
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Screenshots and Videos |
Screenshots and Videos |
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PricingPlease see full pricing on our website
Free Version
Supported
Free Trial
Not Supported
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Pricing
Free
Free Version
Supported
Free Trial
Not Supported
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Reviews/
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Reviews/
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Pros & Cons from Real UsersPros
Cons
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Training
Documentation
Supported
Webinars
Supported
Live Online
Supported
In Person
Supported
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Training
Documentation
Supported
Webinars
Not Supported
Live Online
Not Supported
In Person
Not Supported
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Company InformationPort IO
Founded: 2022
Israel
www.port.io
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Company InformationGoogle
Founded: 1998
United States
research.google/blog/introducing-tabfm-a-zero-shot-foundation-model-for-tabular-data/
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Alternatives |
Alternatives |
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Categories |
Categories |
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Integrations
Amplication
Supported
Argo CD
Supported
Bitbucket
Supported
Codefresh
Supported
GitHub
Supported
Grok Bot
Supported
Kubernetes
Supported
OpenCost
Supported
Terraform
Supported
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Integrations
Amplication
Not Supported
Argo CD
Not Supported
Bitbucket
Not Supported
Codefresh
Not Supported
GitHub
Not Supported
Grok Bot
Not Supported
Kubernetes
Not Supported
OpenCost
Not Supported
Terraform
Not Supported
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