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DevOps for ML Part 2: Testing model accuracy with LEIP evaluate

Part 1: Optimizing Your Model with LEIP Optimize The Latent AI Efficient Inference Platform (LEIP) SDK creates dedicated DevOps processes for ML. With LEIP, you can produce secure models optimized for memory, power, and compute that can be delivered as an executable ready to deploy at scale. But how does it work? How do you … Continued

DevOps for ML Part 1: Boosting model performance with LEIP Optimize

The Latent AI Efficient Inference Platform (LEIP) creates specialized DevOps processes for machine learning (ML) that produce ultra-efficient, optimized models ready for scalable deployment as executable files. But how does it work? How does AI actually go from development to deployment to a device? In this series of blog posts, we’ll walk you through the … Continued

Federated learning: Balancing collaboration and privacy in the digital age

With user data, comes great responsibility From kindergartners picking up behavioral skills in the playground to developers using stack exchange to debug code, sociology tells us that humans are constantly learning from each other. If the goal of artificial intelligence (AI) is to imitate and ultimately supersede human intelligence, it only makes sense to utilize … Continued

Why Recipes Mean Reproducible Workflows: The AI Recipe

We previously explained Latent AI technology and how it delivers optimized edge models quickly and reliably by comparing it to the Iron Chef competitive cooking show. We’ve talked about how Iron Chef and Latent AI Recipes can be modified to meet regional tastes or specific hardware, respectively. We also touched on what it means to … Continued

Solving Edge Model Scaling and Delivery with Edge MLOps

The sheer amount of data and the number of devices collecting it means sending it to the cloud for processing is simply too slow and not scalable. Processing has to move closer to the source of the data at the edge. But getting AI models to work on edge devices fails far more often than … Continued

Creating the Perfect Iron Chef AI Recipe

The AI Chef The best competitive cooking shows such as the Iron Chef, Top Chef, Chopped and Hell’s Kitchen highlight culinary experts and professionals who craft masterpieces under a strict time limit. These shows are intense, but the chefs still manage to craft innovative and delectable dishes out of everyday ingredients.   While it might not seem obvious at first, … Continued