News and insights on edge AI
Releases and notes from the team.
OptimizationThe power of randomness: projections and rotationsExplore how Google's innovative use of the Johnson-Lindenstrauss lemma and TurboQuant techniques advances neural network efficiency through effective quantization.
Embedl··4 min read
OptimizationIntelligence per Watt: Edge versus CloudDiscover how edge and cloud AI models compare in energy efficiency and the potential resource savings from optimal workload distribution.
Embedl··3 min read
OptimizationEfficiency Is the Key to Sustainable AIDiscover how efficiency is key to sustainable AI, focusing on energy-efficient models and hardware, and Embedl's innovations for scalable, eco-friendly AI solutions.
Embedl··3 min read
OptimizationHardware Aware Model OptimizationOptimize AI models for real-world deployment with Embedl SDK. Discover techniques for faster, efficient, and hardware-aware machine learning.
Embedl··6 min read
OptimizationKnowledge Distillation: A Powerful and Versatile ToolExplore the power of Knowledge Distillation in optimizing machine learning models. Discover how KD enhances efficiency, accuracy, and performance in various applications.
Devdatt Dubhashi··5 min read
OptimizationRevolutionize Your Embedded SystemsRevolutionize your embedded systems with Embedl's Deep Learning Optimization SDK! Experience efficient model compression, real-time performance, seamless integration, power efficiency, and more. Discover the future of deep learning in embedded systems today.
Embedl··3 min read
OptimizationDifficulties and Constraints in the Automotive IndustryLearn about the challenges and potential solutions in implementing deep learning in embedded systems within the automotive industry. From technical difficulties to safety concerns and economic constraints, find out how collaboration, open standards, and…
Embedl··3 min read
OptimizationLess Energy UsageIn order to provide an environmentally sustainable solution, energy efficiency always has to be considered.
Embedl··2 min read
OptimizationHardware-Agnostic Deep LearningHARDWARE-AGNOSTIC DEEP LEARNING: OPTIMIZE, ADAPT, AND DEPLOY WITH EMBEDL NEURAL COMPRESSION SDK
Embedl··3 min read
OptimizationSMALLER FOOTPRINT IN DEVICEWith the help of the Embedl Optimization SDK, you can solve this and many other deployment problems when developing your AI-based products.
Embedl··1 min read
OptimizationFASTER EXECUTIONOptimizing deep neural networks for embedded hardware is crucial for achieving real-time performance and meeting the demands of users and applications.
Embedl··2 min read
OptimizationHard to meet real-time requirementsInstead of putting in hours of manual labor to figure out what you can cut to meet the real-time requirements and reduce the latency, you should...
Hans Salomonsson··1 min read