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 hiq


HiQ -- A Declarative, Non-intrusive, Dynamic and Transparent Observability and Optimization System

Wu, Fuheng, Davchev, Ivan, Qian, Jun

arXiv.org Artificial Intelligence

This paper proposes a non-intrusive, declarative, dynamic and transparent system called `HiQ` to track Python program runtime information without compromising on the run-time system performance and losing insight. HiQ can be used for monolithic and distributed systems, offline and online applications. HiQ is developed when we optimize our large deep neural network (DNN) models which are written in Python, but it can be generalized to any Python program or distributed system, or even other languages like Java. We have implemented the system and adopted it in our deep learning model life cycle management system to catch the bottleneck while keeping our production code clean and highly performant. The implementation is open-sourced at: [https://github.com/oracle/hiq](https://github.com/oracle/hiq).


Controversial facial recognition company claims it has a First Amendment right to your public photos

#artificialintelligence

Hoan Ton-That, CEO of creepy facial recognition company Clearview AI, made the bold claim on Tuesday that his company has the right to publicly posted photos on Twitter and wielded the First Amendment as his reason. Clearview AI faced heat after it was discovered they had mined billions of publicly accessible images from Facebook and Ton-That's comments prove the company isn't backing down. EXCLUSIVE: The founder of a facial recognition company described as both "groundbreaking" and "a nightmare" is speaking out. In an interview with CBS This Morning, Ton-That was asked about Twitter's cease-and-desist order requesting that his company stop scraping it's data and delete everything Clearview AI has collected from the platform. In response, the facial recognition CEO claimed his company has a first amendment right to the data.