InfoQ Homepage AI, ML & Data Engineering Content on InfoQ
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InterCon 2021 Keynote: AI Applications in Business
At the recent InterCon in Las Vegas, the opening keynote session featured two talks focused on AI applications in business. The key takeaways were: identifying the business objective is key, access to good data is a major challenge, and AI has great potential for providing value to end customers.
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Google Introduces New Cloud TPU VMs for Artificial Intelligence Workloads
Recently, Google announced new Cloud TPU Virtual Machines (VMs), which provide direct access to TPU host machines. With these VMs, the company offers a new and improved user experience to develop and deploy TensorFlow, PyTorch, and JAX on Cloud TPUs.
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Google Trains Two Billion Parameter AI Vision Model
Researchers at Google Brain announced a deep-learning computer vision (CV) model containing two billion parameters. The model was trained on three billion images and achieved 90.45% top-1 accuracy on ImageNet, setting a new state-of-the-art record.
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Facebook Open-Sources Expire-Span Method for Scaling Transformer AI
Facebook AI Research (FAIR) open-sourced Expire-Span, a deep-learning technique that learns which items in an input sequence should be remembered, reducing the memory and computation requirements for AI. FAIR showed that Transformer models that incorporate Expire-Span can scale to sequences of tens of thousands of items with improved performance compared to previous models.
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AI Conference Recap: Google, Microsoft, Facebook, and Others at ICLR 2021
At the recent International Conference on Learning Representations (ICLR), research teams from several tech companies, including Google, Microsoft, IBM, Facebook, and Amazon, presented nearly 250 papers out of a total of 860 on a wide variety of AI topics related to deep learning.
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.NET News Roundup: Visual Studio 2019 for Mac, Windows ML, Project Tye, Oqtane
This past week was marked by the release of Visual Studio 2019 for Mac 8.10, Windows ML NuGet package 1.8.0, a Visual Studio Code extension for Tye, Oqtane 2.1, and more. InfoQ examined these and a number of smaller stories in the .NET ecosystem from the week of May 31st, 2021.
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Google Cloud Announces Managed Machine Learning Platform Vertex AI
At the recent Google I/O 2021 conference, the cloud provider announced the general availability of Vertex AI, a managed machine learning platform designed to accelerate the deployment and maintenance of artificial intelligence models.
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CMU Develops Algorithm for Guaranteeing AI Model Generalization
Researchers at Carnegie Mellon University's (CMU) Approximately Correct Machine Intelligence (ACMI) Lab have published a paper on Randomly Assign, Train and Track (RATT), an algorithm that uses noisy training data to provide an upper bound on the true error risk of a deep-learning model. Using RATT, model developers can determine how well a model will generalize to new input data.
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Pyodide Brings Python and Its Scientific Stack to the Browser with WebAssembly
Mozilla announced that Pyodide, which aims at providing a full Python data science stack running entirely in the browser, has become an independent community-driven project. Pyodide uses the CPython 3.8 interpreter compiled to WebAssembly, and thus allows using Python, NumPy, Pandas, Matplotlib, SciPy, and more in Iodide, an experimental interactive scientific computing environment for the web.
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Microsoft's ZeRO-Infinity Library Trains 32 Trillion Parameter AI Model
Microsoft recently open-sourced ZeRO Infinity, an addition to their open-source DeepSpeed AI training library that optimizes memory use for training very large deep-learning models. Using ZeRO-Infinity, Microsoft trained a model with 32 trillion parameters on a cluster of 32 GPUs, and demonstrated fine-tuning of a 1 trillion parameter model on a single GPU.
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NVIDIA Announces AI Training Dataset Generator DatasetGAN
Researchers at NVIDIA have created DatasetGAN, a system for generating synthetic images with annotations to create datasets for training AI vision models. DatasetGAN can be trained with as few as 16 human-annotated images and performs as well as fully-supervised systems requiring 100x more annotated images.
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IBM Introduces Watson Orchestrate for Task Automation
At the recent Think conference, IBM introduces an AI-powered automation tool called Watson Orchestrate. It is currently in preview in IBM Cloud Paks for Automation and expected to be generally available later in 2021 as an SaaS offering.
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Amazon Open Sources DeepRacer Device Software
Amazon has recently open-sourced the DeepRacer device software, the software used to run AWS DeepRacer. The 1/18th scale autonomous vehicle and the DeepRacer events allow developers to create machine learning models and race them in a cloud based 3D racing simulator.
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Take Your Technical and Non-Technical Skills to the Next Level: Join Us at QCon Plus
The best way to learn in the software industry is from your peers. Join 2,200 fellow senior software engineers, architects and team leads at QCon Plus starting next week.
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AWS Announces a Data Management and Analytics Solution Called Amazon FinSpace
Recently, AWS announced a data management and analytics solution purpose-built for the Financial Services Industry (FSI) called Amazon FinSpace. The service aims to reduce the time it takes for financial analysts to find and access all types of financial data for analysis.