Favorite Posted by Badih Ghazi, Staff Research Scientist, and Nachiappan Valliappan, Staff Software Engineer, Google Research Recently, differential privacy (DP) has emerged as a mathematically robust notion of user privacy for data aggregation and machine learning (ML), with practical deployments including the 2022 US Census and in industry. Over the
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Shared by Google AI Technology April 18, 2023
Favorite RStudio on Amazon SageMaker is the industry’s first fully managed RStudio Workbench integrated development environment (IDE) in the cloud. You can quickly launch the familiar RStudio IDE and dial up and down the underlying compute resources without interrupting your work, making it easy to build machine learning (ML) and
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Shared by AWS Machine Learning April 17, 2023
Favorite As more businesses increase their online presence to serve their customers better, new fraud patterns are constantly emerging. In today’s ever-evolving digital landscape, where fraudsters are becoming more sophisticated in their tactics, detecting and preventing such fraudulent activities has become paramount for companies and financial institutions. Traditional rule-based fraud
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Shared by AWS Machine Learning April 17, 2023
Favorite “Instead of focusing on the code, companies should focus on developing systematic engineering practices for improving data in ways that are reliable, efficient, and systematic. In other words, companies need to move from a model-centric approach to a data-centric approach.” – Andrew Ng A data-centric AI approach involves building
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Shared by AWS Machine Learning April 17, 2023
Favorite Knowledge is born in a three-stage process of reflection on experience; from observations, through insights, to lessons. Experiencing, Learning, Reflecting, by Denise Krebs on Flickr I think most people accept that knowledge is born through reflection on experience. The three-stage process in which this happens is the core of
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Shared by Nick Milton April 17, 2023
Favorite Despite a 25-year history, Open Source is still misunderstood or misrepresented. I still read about developers, a cohort you’d expect to know better, arguing whether software licensed with the GNU GPL is Open Source because “one cannot resell it” (hint: the GNU GPL doesn’t prevent users from selling software.)
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Shared by voicesofopensource April 14, 2023
Favorite Posted by Matthew Streeter, Software Engineer, Google Research Derivatives play a central role in optimization and machine learning. By locally approximating a training loss, derivatives guide an optimizer toward lower values of the loss. Automatic differentiation frameworks such as TensorFlow, PyTorch, and JAX are an essential part of modern
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Shared by Google AI Technology April 14, 2023
Favorite Amazon CodeWhisperer is an AI coding companion that helps improve developer productivity by generating code recommendations based on their comments in natural language and code in the integrated development environment (IDE). CodeWhisperer accelerates completion of coding tasks by reducing context-switches between the IDE and documentation or developer forums. With
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Shared by AWS Machine Learning April 13, 2023
Favorite The seeds of a machine learning (ML) paradigm shift have existed for decades, but with the ready availability of scalable compute capacity, a massive proliferation of data, and the rapid advancement of ML technologies, customers across industries are transforming their businesses. Just recently, generative AI applications like ChatGPT have
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Shared by AWS Machine Learning April 13, 2023
Favorite This month, we’re pleased to spotlight one of our sponsors, Salesforce, and learn why Open Source is important to their organization. Salesforce is a cloud-based software company with applications that help businesses manage customers in every step of the customer journey, from lead to loyalty. The service Salesforce provides
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Shared by voicesofopensource April 13, 2023