Latent AI
Latent AI provides the Efficient Inference Platform (LEIP) SDK, enabling the development, deployment, and management of efficient AI vision systems at scale with advanced model compression and adaptive AI technology.
Latent AI Services
Latent AI provides a suite of tools designed to optimize AI model deployment and efficiency. Key services include the Efficient Inference Platform (LEIP) SDK, which enables building, deploying, and managing AI vision systems at scale. LEIP compresses AI models below 8-bit integer precision, reducing model size by up to 10x and improving inference times by 3x without sacrificing accuracy. The Adaptive AI technology allows models to self-regulate computational needs, optimizing neural network activation for efficiency. Additionally, the Ruggedized AI Toolkit (RTK) supports field updateable AI for adapting models on-site.
Latent AI Products
Latent AI's product portfolio focuses on enhancing AI model performance and deployment. The LEIP SDK is a core offering that integrates into CI/CD software development flows with standardized APIs. LEIP Recipes are customizable templates pre-qualified for a range of hardware targets, facilitating rapid prototyping and reducing development times. The recipes database holds over 50,000 ML component combinations and configurations, updated through continuous hardware testing. The LEIP Design tool leverages these recipes to simplify decision-making and increase project success rates, ensuring efficient model performance across diverse platforms.
Latent AI's Efficient Inference Platform (LEIP) SDK
Latent AI's Efficient Inference Platform (LEIP) SDK is a key tool for developers looking to deploy AI models efficiently. The SDK supports integration into CI/CD workflows via standardized APIs, streamlining the development process. LEIP compresses AI models to below 8-bit integer precision, drastically reducing model size and improving inference speed without degrading accuracy. It also includes Adaptive AI technology, which allows models to dynamically adjust their computational needs. The LEIP SDK facilitates on-prem inference, enabling organizations to keep decision-making localized with minimal maintenance.
Latent AI's LEIP Recipes
LEIP Recipes streamline AI model development by providing pre-configured steps and templates optimized for various hardware platforms. These recipes include components like models, datasets, data augmentation techniques, training optimizers, and learning rate schedulers. The recipes help users quickly identify the best model for their specific needs based on performance and hardware requirements. With over 50,000 ML component combinations, the recipes database helps reduce the need for frequent retraining. They are designed to be compact, shareable, and compatible with other ML tooling, facilitating collaboration and reproducibility in machine learning projects.