Port

Port

Port IO
TabFM

TabFM

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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.

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.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

DevOps, platform engineers, DevEx people, cloud architects

Audience

Data scientists and analytics teams that need accurate tabular classification and regression without repetitive training, tuning, and feature-engineering work

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Please see full pricing on our website
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 5.0 / 5
ease 5.0 / 5
features 4.7 / 5
design 5.0 / 5
support 5.0 / 5

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Pros & Cons from Real Users

Pros

  • We spent quite some time looking for an internal developer portal, part of our platform engineering efforts, setting up new patterns and getting software delivery faster. This was by far the most advanced technologically and fit our needs since it can easily create a service catalog for K8s.
  • We chose this tool to provide developer self-service to our developers - we needed to both reduce the amount of tools the developers need to use and also to reduce developer error and waiting times for devops and SREs to service tickets. This is already a huge difference, with developers setting up ephemeral environments and asking for temporary permissions to resources.
  • This developer portal solution is a fantastic tool for managing and organizing all of our API documentation. The user interface is intuitive and easy to navigate, making it simple for our developers to find the information they need. The ability to customize the layout and branding of the portal is also a huge plus. Overall, this developer portal solution has greatly improved our team's efficiency and productivity. Highly recommend it to any organization in need of a robust API documentation management solution.

Cons

  • Needed to write more Jsons than we planned to, actually submitted a feature request to change this.
  • Some features we’ve asked for, like customized scorecards are still in the roadmap.
  • One minor con is that the search function could be improved to include more advanced filtering options.

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Port IO
Founded: 2022
Israel
www.port.io

Company Information

Google
Founded: 1998
United States
research.google/blog/introducing-tabfm-a-zero-shot-foundation-model-for-tabular-data/

Alternatives

Alternatives

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Evo 2

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MLBox

MLBox

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Categories

Categories

Integrations

Amplication
Argo CD
Bitbucket
Codefresh
GitHub
Kubernetes
OpenCost
Terraform

Integrations

Amplication
Argo CD
Bitbucket
Codefresh
GitHub
Kubernetes
OpenCost
Terraform
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