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What is TabFM?

TabFM is a cutting-edge foundation model designed for zero-shot learning specifically tailored to manage tabular data, with the goal of simplifying the processes of classification and regression that often demand considerable manual training, hyperparameter tuning, and customized feature engineering. By reframing the difficulties associated with tabular prediction as an in-context learning challenge, TabFM eliminates the necessity of training a distinct supervised model for each dataset; rather, it merges previous training examples with target testing rows into a unified prompt, enabling it to identify the complex relationships that exist between different columns and rows during the inference phase. Since tables are fundamentally two-dimensional and do not depend on a predetermined order, TabFM utilizes a hybrid architecture that combines alternating attention mechanisms for both rows and columns, along with row compression methods, and a dedicated Transformer designed for in-context learning based on these compressed row representations. This advanced structure allows the model to adeptly capture intricate interactions and dependencies among features while ensuring computational efficiency, which is particularly beneficial for dealing with larger datasets. Moreover, this innovative methodology not only boosts performance but also markedly decreases the time and resources generally required for the development of models in tabular data applications, paving the way for more effective analytical solutions. As a result, TabFM represents a significant advancement in the realm of machine learning for tabular data, starting a new era in data analysis.

What is Jurassic-2?

We are thrilled to announce the arrival of Jurassic-2, the latest version of AI21 Studio's foundation models, which marks a significant leap in the realm of artificial intelligence with its outstanding quality and groundbreaking capabilities. Alongside this, we are also launching our customized APIs that provide smooth reading and writing functionalities, outshining those of our competitors. At AI21 Studio, our goal is to enable developers and businesses to tap into the potential of reading and writing AI, thereby fostering the development of meaningful real-world applications. The launch of Jurassic-2 and our Task-Specific APIs today marks an important milestone, allowing for the effective integration of generative AI in production environments. Commonly referred to as J2, Jurassic-2 displays impressive improvements in quality, such as enhanced zero-shot instruction-following, reduced latency, and support for various languages. Additionally, our dedicated APIs are crafted to equip developers with superior tools that excel in performing targeted reading and writing tasks with ease, ensuring you are well-prepared to achieve success in your endeavors. Collectively, these innovations redefine the standards in the AI field, opening avenues for creative solutions and inspiring future developments. As we step into this new era of AI capabilities, the possibilities for innovation are truly limitless.

Media

Media

Integrations Supported

AlphaCorp
GMTech
thisorthis.ai

Integrations Supported

AlphaCorp
GMTech
thisorthis.ai

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Version
Free Trial Offered?

Pricing Information

$29 per month
Free Version
Free Trial Offered?

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Google

Date Founded

1998

Company Location

United States

Company Website

research.google/blog/introducing-tabfm-a-zero-shot-foundation-model-for-tabular-data/

Company Facts

Organization Name

AI21

Company Location

United States

Company Website

www.ai21.com/blog/introducing-j2

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