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OctoML, Inc.

OctoML, Inc.

OctoML provides an automated deployment machine learning software platform, designed to optimize and speed up the performance of AI solutions at the network edge.

OctoML provides an automated deployment machine learning software platform to businesses, designed to optimize and speed up the performance of AI solutions at the network edge. OctoML was founded in 2019 by Luis Ceze, Jared Roesch, Jason Knight, and Thierry Moreau.

Platform

At TVMCon 2021, OctoML announced the release of its new machine learning automated deployment platform, an edge AI solution for performance optimization. It is designed for businesses to automate and scale deploying machine learning models to a range of cloud services including AWS, Microsoft Azure, and Google Cloud Platform, as well as hardware infrastructure like Nvidia GPUs, Intel CPUs, and AMD CPUs.

OctoML's platform is built on the open-source compiler stack Apache TVM. The platform pairs with individual optimization models and automatically optimizes them to fit with the selected hardware without having to manually restructure it. It also gives access to comprehensive benchmarking, in which the newly optimized model can be compared against the original or similar public models and various CPU and GPU instance types. Its seamless automated deployment feature works with just a few command lines of code, saving businesses time otherwise spent on manual optimizations and performance testing.

Use cases
NLP

OctoML's platform can be used to run natural language processing (NLP) models to assist with virtual assistant development and customer sentiment analysis.

Computer Vision

The platform helps provide solutions for various computer vision field applications like intelligent cameras, self-driving cars, medical imaging, and video conferencing backgrounds.

Timeline

December 16, 2021
OctoML announces its automated deployment machine learning platform at TVMCon 2021.
November 1, 2021
OctoML, Inc. raises a $85,000,000 series C round from Addition Ventures, Amplify Partners, Madrona Venture Group and Tiger Global Management.
March 17, 2021
OctoML, Inc. raises a $28,000,000 series B round from Addition Ventures, Amplify Partners and Madrona Venture Group.
April 3, 2020
OctoML, Inc. raises a $15,000,000 series A round from Amplify Partners and Madrona Venture Group.
October 23, 2019
OctoML, Inc. raises a $3,929,998 seed round from Amplify Partners and Madrona Venture Group.
2019
OctoML, Inc. was founded by Jared Roesch, Jason Knight, Luis Ceze and Thierry Moreau.

Funding Rounds

Patents

Further Resources

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