Optimizing Speed and Scale of Real-Time Analytics Using Apache Pulsar and Apache Pinot
Explore real-time analytics optimization using Apache Pulsar for event streaming and Apache Pinot for low-latency OLAP, enabling scalable, high-performance data processing and ad-hoc querying.
Robustness of Sketches to Adaptive Inputs
Explore the resilience of sketching algorithms against adaptive inputs, examining their effectiveness in dynamic data environments and algorithmic design.
Journey from Fluent Bit, Fluentd and Prometheus to OpenTelemetry Collector - Lessons Learned
Explore the transition from multiple telemetry tools to OpenTelemetry Collector, discussing challenges, performance improvements, and simplification of data collection in cloud-native environments.
How to Evaluate Observability Agent Performance - Understanding Overhead
Explore observability agent performance, including types of work, resource usage, and key variables. Learn to evaluate overhead and make informed decisions for your infrastructure.
Journey from Fluent Bit, Fluentd and Prometheus to OpenTelemetry Collector - Lessons Learned
Explore the transition from multiple telemetry agents to OpenTelemetry Collector, discussing challenges, performance improvements, and simplification of monitoring infrastructure.
Image Annotation with LLaVA and Ollama
Learn to annotate images using LLava 1.6 and Ollama. Explore file handling, image loading, API integration, and data management in this practical tutorial on building an image captioning application.
Enterprise MLOps: Insights from a Lead ML Engineer
Insights into enterprise MLOps from a lead engineer, covering infrastructure, model development, and anti-money laundering applications in the banking sector.
Scaling Batch, Big Data, and AI Workloads Beyond the Kubernetes Scheduler
Explore solutions for scaling AI, big data, and batch workloads on Kubernetes. Compare projects like Koordinator, Kueue, MCAD, Volcano, and YuniKorn to optimize cluster utilization and overcome scheduling challenges.
A Decade of High-Volume Data and APIs - The Evolution of SIG-Apps
Explore the evolution of Kubernetes workload support and APIs over a decade, highlighting SIG Apps' achievements, milestones, and future directions in cloud native computing.
Efficient Integration of Kubeflow Tools - ISS Data Case Study on Anomaly Detection
Explore Kubeflow's integrated tools for ML workflows through an ISS anomaly detection case study, showcasing Dask, Katib, PyTorch Operator, and KServe in a unified KFP pipeline.
Flyte - Production-Grade Data and Machine Learning Orchestration
Explore Flyte, an open-source platform for scalable, repeatable, and maintainable data and machine learning orchestration, addressing key challenges in MLOps and data processing.
Exploring Armada: Multi-Kubernetes Cluster Batch Job Meta-Scheduler
Explore Armada, a multi-Kubernetes-cluster batch job meta-scheduler, with Carlos Santana. Learn its features, benefits, and best practices for optimizing cloud-native computing workflows.
An Overview of Data Streams Algorithms
Explore efficient algorithms for processing massive data streams, focusing on space-saving techniques and approximation methods for real-time analysis and decision-making.
Living off the Land Techniques in Managed Kubernetes Clusters
Explore advanced techniques for exploiting managed Kubernetes clusters, including privilege escalation, lateral movement, and security control bypasses using cluster middleware and components.
Backdooring Multimodal Learning
Explore techniques for compromising multimodal learning systems, examining vulnerabilities and potential security risks in AI models that process multiple data types.
Secure Outsourcing
Explore cutting-edge research on secure data outsourcing techniques presented at Eurocrypt 2024, focusing on cryptographic solutions for privacy and integrity in cloud computing.
Growing Pain: Scaling to 10K Workflows per Week
Insights on scaling a workflow orchestration platform to handle 10K workflows weekly, addressing challenges like spiky submissions, resource management, and diverse user requirements.
How Connections Build Intelligence - Human and Artificial
Explore the fundamental role of connections in building intelligence, both in human brains and artificial systems, with insights from AI entrepreneur Nigel Toon on information processing and knowledge creation.
Telemetry Showdown: Fluent Bit vs. OpenTelemetry Collector - A Comprehensive Benchmark Analysis
Comprehensive benchmark analysis comparing Fluent Bit and OpenTelemetry Collector for cloud-native telemetry, offering insights to help choose the best agent for performance and observability needs.
Near Real-Time Logging Solution Using Fluent Bit and OpenSearch for Kubernetes
Explore a near real-time logging solution for Kubernetes using Fluent Bit and OpenSearch. Learn about architecture, implementation challenges, and ensuring data privacy in multi-node clusters.
The Observability Money Heist - A Fintech's Tale of Dollars and Sense
Discover how a major fintech company slashed $500,000 in monthly infrastructure costs using cloud-native tools, balancing efficiency and quality while optimizing observability solutions.