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Democratizing Stream Processing @ Netflix By Guil Pires, Mark Cho, Mingliang Liu, Sujay Jain Data powers much of what we do at Netflix. On the Data Platform team, we build the infrastructure used across the company to process data at scale. In our last blog post, we introduced “Data Mesh” — A Data Movement and Processing Platform. When a user …
In the age of constant digital transformation, organizations should strategize ways to increase their pace of business to keep up with — and ideally surpass — their competition. Customers are moving quickly, and it is becoming difficult to keep up with their dynamic demands. As a result, I see access to real-time data as a …
Read more “Apache Kafka and Apache Flink: An open-source match made in heaven”
Posted by Sara Ahmadian and Mehran Kazemi, Research Scientists, Google Research Clustering is a fundamental, ubiquitous problem in data mining and unsupervised machine learning, where the goal is to group together similar items. The standard forms of clustering are metric clustering and graph clustering. In metric clustering, a given metric space defines distances between data …
Read more “Best of both worlds: Achieving scalability and quality in text clustering”
There’s a kind of magic that surrounds a soccer shot so powerful, it leaves spectators, players, and even commentators in a momentary state of awe. Think back to a moment when the sheer force of a strike left an entire Bundesliga stadium buzzing with energy. What exactly captures our imagination with such intensity? While there …
Read more “Bundesliga Match Facts Shot Speed – Who fires the hardest shots in the Bundesliga?”
AI is already having a profound impact on how organizations operate. The power of AI allows you to reimagine what you do, how you do it and who you do it for. For many companies it feels like they’re just one step away from using AI to start solving real business problems — they just …
Read more “Data analytics in the age of AI: How we’ve enhanced our data platforms this year”
Artificial Intelligence (AI) and algorithms can and are being used to radicalize, polarize, and spread racism and political instability, says an academic. An expert argues that AI and algorithms are not just tools deployed by national security agencies to prevent malicious activity online, but can be contributors to polarization, radicalism and political violence — posing …
Read more “AI should be better understood and managed — new research warns”
When it comes to modern IT infrastructure, the role of Kubernetes—the open-source container orchestration platform that automates the deployment, management and scaling of containerized software applications (apps) and services—can’t be underestimated. According to a Cloud Native Computing Foundation (CNCF) report (link resides outside ibm.com), Kubernetes is the second largest open-source project in the world after …
Posted by Xingchen Wan, Student Researcher, and Ruoxi Sun, Research Scientist, Cloud AI Team Recent advances in large language models (LLMs) are very promising as reflected in their capability for general problem-solving in few-shot and zero-shot setups, even without explicit training on these tasks. This is impressive because in the few-shot setup, LLMs are presented …
Read more “Zero-shot adaptive prompting of large language models”
Amazon SageMaker Canvas now supports deploying machine learning (ML) models to real-time inferencing endpoints, allowing you take your ML models to production and drive action based on ML-powered insights. SageMaker Canvas is a no-code workspace that enables analysts and citizen data scientists to generate accurate ML predictions for their business needs. Until now, SageMaker Canvas …
Our vision for Vertex AI Search, unveiled earlier this year and made generally available in August, is to leverage our deep experience in information retrieval and generative AI to help enterprises enable their customers, employees, and other stakeholders to discover critical information at speed, uncover hidden insights across data, and improve productivity. The easy setup …
Read more “Vertex AI Search adds new generative AI capabilities and enterprise-ready features”