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The graph shows three data points for drugs, alcohol, and pregnancy on the y-axis for the years 1990, 2000, and 2010 on the x-axis. The data points for drugs, alcohol, and pregnancy all decreased from 1990 to 2010, with drugs and alcohol decreasing the most and pregnancy decreasing the least.
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油
"The evolution of AI has largely been shaped by advancements in compute power. However, an equally critical factormemoryhas emerged as a defining bottleneck for the next generation of AI infrastructure. While GPUs and TPUs have seen exponential improvements in FLOPS, memory bandwidth and capacity have struggled to keep pace. Today, training and inference at scale are constrained as much by memory limitations as by compute.
The financial implications are staggering: High-Bandwidth Memory (HBM) now costs nearly as much as compute, and memory bandwidth is one of the leading constraints in large-scale AI deployments. The infrastructure of tomorrow must be designed with memory as a first-class consideration. This keynote explores the increasing role of memory in AI workloads, real-world examples of memory bottlenecks, and strategies for designing AI infrastructure that balances compute and memory effectively.Unified Observability - Alkin Tezuysal - FOSSASIA Summit March 2025 .pdf
Unified Observability - Alkin Tezuysal - FOSSASIA Summit March 2025 .pdfAlkin Tezuysal
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As modern infrastructures become more complex, traditional monitoring tools often struggle to provide a complete understanding of system health. This presentation will explore how ClickHouse, a high-performance columnar database, enables unified observability by consolidating metrics, logs, traces, and eBPF data into a scalable platform.
Attendees will learn how fragmented telemetry systems can hinder root-cause analysis and operational efficiency and how ClickHouse overcomes these challenges by offering seamless integration with tools like OpenTelemetry, Grafana, Prometheus, and more. We will also compare observability solutions, such as Coroot, qryn, and custom stacks with Jaeger and Loki, to demonstrate how ClickHouse simplifies data management, enhances real-time analysis, and supports large-scale telemetry use cases.
This session will provide practical insights into implementing ClickHouse for observability, enabling engineers to focus on system insights while minimizing infrastructure complexity.UiPath NY AI Series: Session 1: Introduction to Agentic AI with UiPath
UiPath NY AI Series: Session 1: Introduction to Agentic AI with UiPathDianaGray10
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Embracing the Future: Starting the Course with Agentic AI with UiPath
Event Overview:
Join us for an exciting session on Agentic AI with UiPath! This event is perfect for professionals, tech enthusiasts, and automation leaders eager to learn about autonomous and intelligent digital agents. Discover how UiPaths Agentic AI is shaping the future of automation!
What Youll Learn
UiPaths Agentic AI Vision - Learn about UiPaths AI-driven automation future.
Evolution of UiPaths Automation - From RPA to AI-powered automation, see the journey!
What is Agentic Automation? - Understand how self-adaptive AI is changing workflows.
Principles of Agentic Automation - Key ideas like autonomy & adaptability.
Real-World Applications - Success stories & use cases from businesses leveraging AI.
UiPaths Agentic AI Architecture - A peek into the technical side of intelligent automation. 鏝
Q&A Session
Who Should Attend?
Automation Developers & Tech Enthusiasts
Business Leaders
IT Architects & Tech Innovators 鏝
UiPath Community Members
Register now & be part of the future of AI-driven automation! Graph
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