Scaling AI/ML Infrastructure at Uber
Scaling AI/ML Infrastructure at Uber: Optimizing for Efficiency and Growth This blog post explores Uber’s journey in scaling its AI/ML infrastructure to support a rapidly evolving landscape of applications. As Uber’s models have grown in complexity, from XGBoost to deep learning and generative AI, the need for efficient and adaptable infrastructure has become crucial. Optimizing…
Powering Up Generative AI with Real-Time Streaming
This blog post dives into the world of generative AI and how real-time streaming data enhances its capabilities. Generative AI models, like large language models (LLMs), excel at various tasks such as text generation, chatbots, and summarization. However, they traditionally rely on static datasets, limiting their adaptability to ever-changing information. Why Streaming Data Matters Streaming data…
Embrace Agility: Building Flexible Data Workflows with Portable ETL
Imagine a world where ETL pipelines run seamlessly across any environment – from robust servers to resource-constrained edge devices. This is the future promised by portable ETL, a revolutionary approach that prioritizes flexibility and adaptability. This blog post explores the limitations of traditional ETL frameworks and how portable ETL empowers data teams to: Beyond Traditional…
Effortless Kubernetes Management: Akamai Now Supports Cluster API
Exciting news for developers and IT professionals who leverage Kubernetes! Akamai recently announced support for the Kubernetes Cluster API (CAPL), streamlining cluster creation, configuration, and management. What is Cluster API (CAPI)? CAPI, or “kappy” for short, is an open-source project that introduces a declarative approach to managing Kubernetes clusters. Similar to Infrastructure as Code (IaC)…
LLM Development Unplugged: A Practical Guide from Code to Deployment
Date : June 5Time : 1:00 PM ET/17:00 UTCPresenters : Sebastian Raschka , Marlene Mhangami Introduction: Join us for an insightful talk that will walk you through the crucial stages involved in developing large language models (LLMs). Whether you’re a seasoned developer, a data scientist, or simply curious about how these powerful AI models are…
Stay Ahead with Kubernetes: Master Cost and Compliance with Kyverno and Kubecost
Date : May 30Time : 9:00 – 10:00 AM PDT / 12:00 noon – 1:00 PM EDT / 4:00 – 5:00 PM GMT In the fast-evolving world of cloud-native applications, managing Kubernetes environments efficiently and cost-effectively is crucial. Our upcoming webinar is designed to guide you through leveraging two powerful tools, Kyverno and Kubecost, running…
Containerized Offline Workflows: Leveraging Kubernetes for Distributed Argo Workflows
This blog post explores how Kubernetes clusters equipped with Argo Workflows can be leveraged for orchestrating offline tasks and batch computing jobs in a cloud-native way. Traditional Batch Computing vs. Kubernetes Clusters While mainstream batch computing systems offer solutions for managing and executing batch jobs, they often require users to: Kubernetes Clusters for Distributed Argo…
AI Infrastructure Mastery: Collaborative Approaches for Success
Navigating the Challenges of Rapid AI/ML Advancements Designing a singular AI/ML system amidst the rapid advancements in applications and models, such as XGboost, deep learning recommendation models, and large language models (LLMs), presents significant challenges. Each type of model has unique demands: LLMs require high TFlops for processing, while deep learning models often encounter memory…
Stay Current: The Vital Role of Data Streaming in AI Applications
In the realm of generative AI, especially those applications based on Retrieval-Augmented Generation (RAG) models, the efficiency and accuracy of your system heavily depend on how well you manage and integrate your data. Here’s a detailed look into why you need to build robust data storage systems and leverage data streaming to enhance your generative…
Discover the Power of Service Meshes and API Gateways with Buoyant and Ambassador
Date : May 23Time : 10am CST In the rapidly evolving world of cloud-native applications, understanding the nuances of service meshes and API gateways is crucial for ensuring robust, scalable, and reliable infrastructure. Join us as Buoyant’s Tech Evangelist, Flynn, and Ambassador’s Senior Software Engineer, Alice Wasko, delve into this intricate landscape. In their comprehensive…
Meet Your Storage Needs with Hetzner’s Enhanced Server Lineup
Hetzner has unveiled its upgraded series of dedicated storage servers, tailored to address the ever-growing storage requirements of today’s digital landscape. Combining the speed of NVMe SSDs with the vast capacity of HDDs, these servers are perfect for large data storage, database hosting, and more. Each model, from the entry-level SX65 to the robust SX295,…
Gentoo & NetBSD Ban AI-Generated Code for Linux
The world of open-source software is witnessing a battle between human ingenuity and artificial intelligence. Leading Linux distributions like Gentoo and NetBSD are taking a stand against AI-generated code, citing concerns about quality, copyright, and ethics. This move comes amidst a growing trend of AI assistants offering to streamline coding tasks. However, FOSS developers worry…