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TensorFlow


Building end-to-end pipelines is becoming more important as many businesses realize that having a machine learning model is only one small step towards getting their ML-driven application into production. Google Cloud offers a tool for training and deploying models at scale, Cloud AI Platform, which integrates with multiple orchestration tools like TensorFlow Extended and KubeFlow Pipelines (KFP). However, it is …

AI and machine learning (ML) tools and solutions are fundamentally changing how businesses are run. Soon, organizations that are not using AI will be at a disadvantage from those that do and applications that are not AI-powered may feel broken. This week at Google Cloud Next ’20: OnAir we explored how Cloud AI is empowering teams with AI …

AI-driven organizations are using data and machine learning to solve their hardest problems and are reaping the rewards. “Companies that fully absorb AI in their value-producing workflows by 2025 will dominate the 2030 world economy with +120% cash flow growth,”1 according to McKinsey Global Institute. But it’s not easy right now. Machine learning (ML) systems have …

Building AI-powered apps can be painful. I know. I’ve endured a lot of that pain because the payout of using this technology is often worth the suffering. The juice is worth the squeeze, as they say. Happily, over the past five years, developing with machine learning has gotten much easier thanks to user-friendly tooling. Nowadays I find …

As a student pursuing a doctorate in systems design engineering at the University of Waterloo, Alexander Wong didn’t have enough money for the hardware he needed to run his experiments in computer vision. So he invented a technique to make neural network models smaller and faster. “He was giving a presentation, and somebody said, ‘Hey, …

TF Dev Summit ‘19 | tf.function and Autograph Here we show how to construct graphs in tf 2.X. The new API, tf.function, makes it very easy to create and run graphs. See the revamped dev site → https://www.tensorflow.org/ 

TF Dev Summit ’19 | Introducing TensorFlow 2.0 and its high-level APIs At TensorFlow Dev Summit 2019, the TensorFlow team introduced the Alpha version of TensorFlow 2.0! With TensorFlow 2.0, we are consolidating our APIs and integrating Keras across the TensorFlow ecosystem. In this talk, we give an overview of what to expect with TensorFlow …

TF Dev Summit ’19 | TensorFlow.js 1.0 TensorFlow.js A JavaScript library for training and deploying ML models in the browser and on Node.js. In this talk we highlight the major capabilities of the library as well as give a development update on the major changes since the project was launched in 2018. Speakers: Yannick Assogba, …