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MapReduce, TensorFlow, Vertex: Google's bet to avoid repeating history in AI

Aug 29, 2023 - supervised.news
Google is making a significant bet on its Google Cloud AI infrastructure Vertex AI to avoid repeating past mistakes of letting competitors benefit from its groundbreaking technologies. The company has announced numerous upgrades and the availability of many models, including Llama 2, through its cloud infrastructure. Google Cloud is central to Google's attempt to regain its position as the leading AI company, despite past missteps. Vertex AI is now directly competing with Azure AI studio and Amazon Bedrock by offering multiple models and serving a wide range of use cases.

In a surprising move, Google and Nvidia have collaborated on a new language model development framework, PaxML, built on Google’s AI framework: JAX. This could potentially break JAX into the mainstream and offer developers a larger amount of compute than AWS or Azure. Google is now pushing Vertex AI into a competitive category with Azure and AWS. The collaboration with Nvidia on PaxML could have significant implications for AI development as a whole.

Key takeaways:

  • Google is making a massive bet on its Google Cloud AI infrastructure Vertex AI, in an attempt to reclaim its title as the most powerful AI company. This includes a large number of upgrades and the availability of many models to serve through its cloud infrastructure.
  • Google's history of releasing groundbreaking technology and then letting competitors run off with the spoils is a risk with its current AI technology, Transformers. This happened previously with the release of the original MapReduce infrastructure and TensorFlow.
  • Google and Nvidia have been collaborating on a new language model development framework, PaxML, built on top of Google’s cutting-edge machine learning framework JAX and its Accelerated Linear Algebra framework (or XLA). This could potentially break JAX into the mainstream.
  • Google is now pushing Vertex AI into a competitive category with Azure and AWS. It's also possible that its collaboration with Nvidia on PaxML could have substantial ramifications for AI development as a whole.
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