Delaware Patent of the Month – April 2025
Clarifai has unveiled a groundbreaking platform designed to accelerate and simplify the development of machine learning models. Detailed in U.S. Patent No. 12,265,895, titled “Artificial intelligence model and data collection/development platform,” this innovation promises to enhance AI model training and deployment efficiency.
Enhancing Model Training Through Intelligent Data Utilization
The patented system introduces a method where a computing system stores a collection of training data previously used by machine learning models. When a new model training request is received, the system selects a relevant dataset based on matching input parameters. It then trains the new model using this dataset and automatically tests its predictive accuracy. If the new model outperforms an existing one, the system merges components from both to create an updated model, replacing the older version in memory. This process includes presenting a user-selectable representation of the updated model via a user interface.
Real-World Impact: Accelerating AI Deployment
By automating the selection of training data and the merging of model components, Clarifai’s platform reduces the time and expertise required to develop effective AI models. This advancement is particularly beneficial for industries relying on rapid AI deployment, such as healthcare diagnostics, financial forecasting, and autonomous systems. The platform’s ability to streamline model development processes can lead to faster innovation cycles and more responsive AI applications.
As AI continues to integrate into various sectors, tools that simplify and expedite model development are crucial. Clarifai’s patented platform represents a significant step toward more accessible and efficient AI solutions.
Are you developing new technology for an existing application? Did you know your development work could be eligible for the R&D Tax Credit and you can receive up to 14% back on your expenses? Even if your development isn’t successful your work may still qualify for R&D credits (i.e. you don’t need to have a patent to qualify). To find out more, please contact a Swanson Reed R&D Specialist today or check out our free online eligibility test.
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The Research & Experimentation Tax Credit (or R&D Tax Credit), is a general business tax credit under Internal Revenue Code section 41 for companies that incur research and development (R&D) costs in the United States. The credits are a tax incentive for performing qualified research in the United States, resulting in a credit to a tax return. For the first three years of R&D claims, 6% of the total qualified research expenses (QRE) form the gross credit. In the 4th year of claims and beyond, a base amount is calculated, and an adjusted expense line is multiplied times 14%. Click here to learn more.
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