InfoQ Homepage AI, ML & Data Engineering Content on InfoQ
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AWS Researchers Propose a Method That Predicts Bias in Face Recognition Models Using Unlabeled Data
AWS researchers presented a novel method for evaluating bias in face recognition algorithms, which does not require data with identity annotations. The tests show that, despite the method's limitation to estimating a model's performance on data from various demographic groups, those estimates are reliable enough to identify performance discrepancies that are indicative of bias.
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First Open Source Copyright Lawsuit Challenges GitHub Copilot
A class-action lawsuit has been filed in a US federal court challenging the legality of GitHub Copilot and the related OpenAI Codex. The suit against GitHub, Microsoft, and OpenAI claims violation of open-source licenses and could have a wide impact in the world of artificial intelligence.
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Applying Machine Learning for Business Outcomes at Travelopia
Travelopia changed its focus from a technology approach to business outcomes, and adapted agile and lean for delivering machine learning solutions. This enabled them to deliver machine-learning business models faster and better.
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Salesforce Open-Sources Language-Vision AI Toolkit LAVIS
Salesforce Research recently open-sourced LAnguage-VISion (LAVIS), a unified library for deep-learning language-vision research. LAVIS supports more than 10 language-vision tasks on 20 public datasets and includes pre-trained model weights for over 30 fine-tuned models.
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Meta Announces Next Generation AI Hardware Platform Grand Teton
Meta recently announced Grand Teton, their next-generation hardware platform for AI training. Grand Teton features several improvements over the previous generation, including 2x the network bandwidth and 4x the host-to-GPU bandwidth.
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Uber Freight Near-Real-Time Analytics Architecture
Uber Freight is the Uber platform dedicated to connecting shippers with carriers. Providing reliable service to shippers is crucial for Uber Freight. This is why the Carrier Scorecard was developed, with several metrics including on-time pickup/delivery, tracking automation, and late cancellations.
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Unraveling Techno-Solutionism: How I Fell out of Love with “Ethical” Machine Learning
At the recent QCon San Francisco conference, Katherine Jarmul gave a talk on unravelling techno-solutionism, in which she explored the inherent bias in AI training datasets, the bias that assumes there will be a technical solution to almost any problem and that those technical solutions will be beneficial for mankind. She posed questions for technologists to consider when building products.
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Microsoft Introduces New UI Experience for Trying out Computer Vision with Vision Studio
Microsoft recently introduced a new User Interface (UI) for developers called Vision Studio to try its Computer Vision API.
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Anaconda Publishes 2022 State of Data Science Report
Anaconda, makers of a Python distribution popular among data scientists, recently published a report on the results of their State of Data Science survey. The report summarizes responses from nearly 3,500 students, academics, and professionals from 133 countries, and covers topics about respondent demographics and jobs as well as trends within the community.
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KubeCon NA 2022: Doug Davis on CloudEvents and beyond
CloudEvents specification can help solve challenges associated with cloud event management lifecycle, like discovery of event producers, setting up subscriptions and event verification. Doug Davis from Microsoft spoke at KubeCon CloudNativeCon North America 2022 Conference about how CloudEvents project has been focused on eventing-related painpoints that might benefit from some standardization.
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Alpa: Automating Model Sharding for Distributed Deep Learning
A new open-source library called Alpa aims to automate distributed training and serving of large deep networks. It proposes a compiler where existing model-parallel strategies are combined and the usage of computing resources is optimized according to the deep network architecture.
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Microsoft Previews Computer Vision Image Analysis API 4.0
Recently Microsoft announced the public preview of a new version of the Computer Vision Image Analysis API, making all visual image features ranging from Optical Character Recognition (OCR) to object detection available through a single endpoint.
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KubeCon NA 2022: Seán McCord on Kubernetes Storage Technologies
Kubernetes platform offers a variety of storage systems and which option you choose depends on storage characteristics like scalability, performance, and cost. Seán McCord from Sidero Labs spoke on Wednesday at KubeCon CloudNativeCon North America 2022 Conference about the tools the teams can use to evaluate when to use which storage solution.
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Google’s Tensorflow Roadmap Includes Better XLA Compilation and Distributed Computing
Google announced the next iteration of TensorFlow development. TensorFlow is the machine learning platform developed by Google and open sourced seven years ago. The development road-map for the next TensorFlow releases is based on four pillars: fast and scalable, applied machine learning, ready to deploy and simplicity.
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Meta Announces Video Generation AI Model Make-a-Video
Meta AI recently announced Make-A-Video, a text-to-video generation AI model. Make-A-Video is trained using publicly available image-text pairs and video-only data and achieves state-of-the-art performance on the UCF-101 video-generation benchmark.