Deeplite combines breakthrough AI technology with years of research at the world's top universities to create Neutrino, an AI-driven optimizer that streamlines production deployment for sophisticated deep learning systems. Neutrino uses AI and a novel DNN design space exploration to rapidly make production-ready deep learning for real-time, large-scale and resource-limited environments. The result is cost-effective AI on commodity hardware that scales with our customer's growth in consumer, automotive and IoT devices.

At Deeplite, our mission is to make AI more accessible and affordable to benefit everyone's daily life.

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The proliferation of edge devices has unlocked unprecedented opportunities for deep learning model deployment in computer vision applications. However, these complex models require considerable power, memory and compute resources that are typically not available on edge platforms. Ultra low-bit quantization presents an attractive solution to this problem by scaling down the model weights and activations from 32-bit to less than 8-bit. 

DeepliteRT by Deeplite is an end-to-end solution for the compilation, tuning, and inference of ultra low-bit models on ARM devices. We implement highly optimized ultra low-bit convolution operators for ARM-based targets that outperform existing methods by up to 4.34x. 

📣 You can read the full paper on arXiv ➡ https://lnkd.in/gjGWpSXk

or for the TL;DR types you can check out our summary blog ➡ https://lnkd.in/grXfwBAZ

Accepted at the British Machine Vision Association andSociety for Pattern Recognition BMVC2023 conference, You can watch out our poster presentation video as our very own Saad Ashfaq walks you through DeepliteRT!   ➡ https://lnkd.in/ghPQsz48

And lastly a shout out to the authors of this paper!
Saad Ashfaq, Alexander Hoffman, Saptarshi Mitra, Sudhakar Sah (Sud), MohammadHossein Askari Hemmat, Ehsan Saboori (PhD, Eng)

#machinelearning #ai #computervision #deeplearning #objectdetection 

Deeplite is pleased to be partnering with Forum Ventures and Caden AI  in hosting the next Generative AI meetup on November 16th!

​Caden AI Co-Founder and CEO Davis Sawyer and Deeplite Co-Founder and CTO Ehsan Saboori (PhD, Eng) will be diving into the technical challenges of adopting foundation and domain-specific gen AI models, such as creating data for fine-tuning, managing compute costs and hosting open source LLMs. 

The fireside chat will conclude with Q&A from the audience.

​This event is tailored to Founders, Funders, and Operators in AI and Tech.  Join us and connect with some of the brightest minds in the AI industry, exchange fresh ideas, and foster invaluable support for your ventures.
​
​Event Details:
​📅 Date: November 16th, 2023
​⏰ Time: 6:00 PM - 9:00 PM (Fireside starts at 7 PM)
​🏠 Venue: (Provided upon registration confirmation)

​Spaces are Limited so sign up fast! 

Click here to register ➡ https://lnkd.in/egKEjTTH
​


Deci offers deep learning platform for AI model optimization.

Deci

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CLIKA

DarwinAI offers AI solutions for model optimization and acceleration.

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Xnor.ai provides AI solutions for edge device optimization and efficiency.

Xnor.ai

DeePhi Tech offers AI-based solutions for efficient deep learning model deployment.

DeePhi Tech

Deeplite creates intelligent optimization software for deep learning deployed on cloud servers and edge devices. Their platform uses AI to automatically make other AI models smaller, faster, and more energy efficient, enabling compact, high-performance deep neural networks to run at the 'edge' in everyday devices.

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