Nervana Systems
Subsidiary of Intel | |
Industry | Artificial intelligence |
Headquarters | San Diego, California, U.S. and Palo Alto, California, U.S. |
Nervana Systems is an artificial intelligence software company based in San Diego, California and Palo Alto, California.[1] The company provides a full-stack software-as-a-service platform called Nervana Cloud that enables businesses to develop custom deep learning software.[2] On August 9, 2016, it was acquired by Intel, for an estimated $350 million or more.[3][4]
Deep learning framework
The company’s open source deep learning framework is called neon.[5] Neon – which the company says outperforms rival frameworks such as Caffe, Theano, Torch, and TensorFlow[5] – achieves its performance advantage through assembler-level optimization, multi-GPU support, and use of an algorithm called Winograd for computing convolutions, which are common mathematical operations in the deep learning process.[6]
Nervana Cloud
Nervana Cloud,[7] announced in February 2016, is based on Neon, and runs on Nvidia Titan X GPUs today, but Nervana is developing a custom ASIC called the Nervana Engine that is optimized for deep learning and that Nervana says will perform 10x better than NVidia Maxwell architecture GPUs.[8] The Nervana Engine will achieve greater compute density by implementing only those design elements that are necessary to support deep learning algorithms and ignoring legacy elements specific to graphics processing.[9]
History
Nervana was founded in 2014 by CEO Naveen Rao, CTO Amir Khosrowshahi, and VP Algorithms Arjun Bansal.[10] Nervana has raised $28 million in funding.[1] In June 2015, Nervana raised $20.5 million in series A funding led by Data Collective with participation from Allen & Company, AME Cloud Ventures, Playground Global, the CME Group, Draper Fisher Jurvetson, Fuel Capital, Lux Capital, and Omidyar Network.[11] It was estimated to have only 48 employees when acquired in 2016.[3]
References
- 1 2 "Nervana Systems Puts Deep Learning AI in the Cloud". IEEE Spectrum: Technology, Engineering, and Science News. Retrieved 2016-06-22.
- ↑ "Nervana Systems Brings Deep Learning to the Masses". Fortune. 2016-02-29. Retrieved 2016-06-22.
- 1 2 Ina Fried (August 9, 2016). "Intel is paying more than $400 million to buy deep-learning startup Nervana Systems". Recode. Retrieved August 12, 2016.
- ↑ Jordan Novet (August 9, 2016). "Intel acquires deep learning startup Nervana for more than $350 million". Venture Beat.
- 1 2 "Nervana open-sources its deep-learning software, says it outperforms Facebook, Nvidia tools". VentureBeat. Retrieved 2016-06-22.
- ↑ ""Not so fast, FFT": Winograd - Nervana". Nervana. 2016-03-03. Retrieved 2016-06-22.
- ↑ "Nervana's cloud platform makes deep learning more widely available". Retrieved 2016-06-24.
- ↑ "Nervana Engine delivers deep learning at ludicrous speed! - Nervana". Nervana. 2016-05-18. Retrieved 2016-06-22.
- ↑ Patterson, Steven Max. "Startup Nervana joins Google in building hardware tailored for neural networks". Network World. Retrieved 2016-06-22.
- ↑ "Deep Learning at Scale: Q&A with Naveen Rao, Nervana Systems". re-work.co. Retrieved 2016-06-22.
- ↑ "Deep learning startup Nervana raises $20.5M". VentureBeat. Retrieved 2016-06-22.