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Ethical AI Team Says Bias Bounties Can More Quickly Expose Algorithmic Flaws
Bias in AI systems is proving to be a major stumbling block in efforts to more broadly integrate the technology into our society. A new initiative that will reward researchers for finding any prejudices in AI systems could help solve the problem. The effort is modeled on the bug bounties that software companies pay to cybersecurity experts who alert them of any potential security flaws in their products. The idea isn’t a new one; “bias bounties” were first proposed by AI researcher and entrepreneur JB Rubinovitz back in 2018, and various organizations have already run such challenges. But the new effort seeks to create...
Meta's AI guru LeCun: Most of today's AI approaches will never lead to true intelligence
Fundamental problems elude many strains of deep learning, says LeCun, including the mystery of how to measure information. "I think AI systems need to be able to reason," says Yann LeCun, Meta's chief AI scientist. Today's popular AI approaches such as Transformers, many of which build upon his own pioneering work in the field, will not be sufficient. "You have to take a step back and say, Okay, we built this ladder, but we want to go to the moon, and there's no way this ladder is going to get us there," says LeCun. Yann LeCun, chief AI scientist of...
Customize AI Models and Optimize for Real-Time Inference Serving at Scale with NVIDIA AI on Azure Machine Learning
Simplifying and accelerating AI model development workflows is hugely valuable, whether you have an army of data scientists or just a few developers. From adapting a model to fit your use-case to optimizing it for production deployment - it is a complex and iterative process. In this session, we'll show how easy it is to train and optimize an object detection model with NVIDIA TAO, a low-code AI toolkit, and deploy it for inference using the NVIDIA Triton Inference Server on Azure ML. AI captioning languages supported: Arabic, Bulgarian, Chinese Simplified, Czech, Danish, Dutch, English, Finnish, French, French Canadian, German, Greek,...
Microsoft Ignite: 8 Azure AI updates to boost productivity
Microsoft Azure announced a variety of enhancements across its AI services at Ignite 2022. The company says the updates will help people “work smarter, not harder by bringing more intelligence, insights and value to the hands of customers.” The product updates include new innovations in Azure Applied AI Services to help customers automate mundane tasks and serve end-users in multiple languages worldwide; updates to Azure Cognitive Services to “enrich and simplify” the creation of AI apps with pre-built models and text-to-image generation; and new capabilities in Azure Machine Learning that boost the productivity of developers and data scientists of all skill levels, and help...
Microsoft expands Azure OpenAI Service with DALL-E 2 in preview
When Azure OpenAI Service launched in 2021, the service — a part of Azure Cognitive Services — provided enterprise-tailored access to OpenAI’s API through the Azure platform for applications like language translation and text autocompletion. That’s not changing. But after expanding the service in May with fine-tuning features, Microsoft is today introducing invite-only access to DALL-E 2 for select Azure OpenAI Service customers. Customers can use DALL-E 2 to generate custom images using either text or images. In line with the consumer DALL-E 2 service, they can leverage inpainting and outpainting — capabilities that generate new content within a portion of an image or push...
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