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MLOps World: Machine Learning in Production
Marius: Machine Learning over Billion-Edge Graphs - 10x Faster and 5x Cheaper
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Discover how Marius optimizes machine learning on billion-edge graphs, achieving 10x faster and 5x cheaper training through innovative data flow architecture and resource utilization.
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1
Lesons
31 minutes
On-Demand
Free-Video
SNIAVideo
CXL and the Art of Hierarchical Memories: Their Management and Use
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Explore hierarchical memory systems with CXL technology, from fundamental concepts to advanced optimization techniques for enhanced system performance and efficiency.
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1
Lesons
42 minutes
On-Demand
Free-Video
SNIAVideo
Optimizing Complex Hierarchical Memory Systems Through Simulations
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Discover how modular simulation techniques can optimize complex memory systems, evaluate configurations, and achieve significant performance gains in a fraction of traditional testing time.
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1
Lesons
25 minutes
On-Demand
Free-Video
Strange Loop Conference
Mill vs. Spectre - Performance and Security
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Explore CPU architecture vulnerabilities, focusing on Meltdown and Spectre attacks. Learn about the Mill architecture's unique approach to performance and security without hardware speculation.
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22
Lesons
47 minutes
On-Demand
Free-Video
Devoxx
What Lies Beneath
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Explore the journey of Java code execution, from source to microcode, uncovering optimizations and hardware interactions for a deeper understanding of program behavior.
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16
Lesons
41 minutes
On-Demand
Free-Video
Devoxx
Not Your Father's Complexity - Performance in a New Machine Age
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Explore memory layout's impact on Java program performance, challenging traditional complexity analysis and showcasing alternative collection implementations for optimized code execution.
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16
Lesons
49 minutes
On-Demand
Free-Video
USENIX
Effectively Scheduling Computational Graphs of Deep Neural Networks toward Their Domain-Specific Accelerators
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Innovative approach for scheduling DNN computational graphs on domain-specific accelerators, optimizing resource utilization and enhancing performance through synergy between network and hardware architectures.
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1
Lesons
15 minutes
On-Demand
Free-Video
Linux Plumbers Conference
Heterogeneous Memory Management
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Explore heterogeneous computing challenges, focusing on unified address spaces, memory management, and data placement across CPUs and parallel devices like GPUs.
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14
Lesons
37 minutes
On-Demand
Free-Video
Open Compute Project
Unified Memory Framework: A Unified API for Diverse Memory Technologies
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Explore Intel's Unified Memory Framework (UMF), an open-source solution for managing diverse memory technologies across CPU and GPU domains through consistent middleware mechanisms.
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1
Lesons
15 minutes
On-Demand
Free-Video
Open Compute Project
Memory Fabric Technologies for AI Infrastructure Growth
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Explore the evolving memory fabric technologies crucial for AI infrastructure growth, including key innovations and future predictions for addressing expanding AI model requirements.
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1
Lesons
24 minutes
On-Demand
Free-Video
SK AI SUMMIT 2024
HMSDK: 2-Tier Memory System Optimization Solution for DRAM and CXL Memory
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Discover HMSDK의 2-Tier 메모리 시스템 최적화 솔루션과 CXL 메모리 활용을 위한 API 및 라이브러리 구현 방법을 통해 데이터센터 성능 향상 방안을 탐구합니다.
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1
Lesons
21 minutes
On-Demand
Free-Video
USENIX
UniMem - Redesigning Disaggregated Memory within a Unified Local-Remote Memory Hierarchy
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Explores UniMem, a novel disaggregated memory system that optimizes remote memory access, local cache utilization, and page migration for improved performance in large-scale computing environments.
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1
Lesons
20 minutes
On-Demand
Free-Video
USENIX
FlexMem - Adaptive Page Profiling and Migration for Tiered Memory
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Adaptive page profiling and migration system for tiered memory, improving performance through dynamic decision-making and combining profiling methods for enhanced memory management.
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1
Lesons
17 minutes
On-Demand
Free-Video
Devoxx
What Lies Beneath
0
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Explore the journey of Java code from source to hardware execution, uncovering optimization techniques and performance insights along the way.
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20
Lesons
47 minutes
On-Demand
Free-Video
Open Compute Project
Effective Data Tiering and Memory Allocation Techniques in Heterogeneous Memory System
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Discover advanced techniques for optimizing data tiering and memory allocation in heterogeneous systems, focusing on efficient resource management and performance enhancement.
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1
Lesons
30 minutes
On-Demand
Free-Video
SNIAVideo
The Path to Autonomous Storage Systems - Challenges and Solutions
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Discover breakthrough research in autonomous storage systems, exploring dynamic workload adaptation, efficiency optimization, and performance management for next-generation storage hierarchies.
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1
Lesons
48 minutes
On-Demand
Free-Video
SNIAVideo
SSD with CXL Interfaces - Exploring Brilliance and Innovation in Storage Technology
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Explore the potential of CXL-based NAND solutions, examining practical applications, technical hurdles, and emerging opportunities in memory expansion and data-centric computing technologies.
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1
Lesons
37 minutes
On-Demand
Free-Video
Linux Plumbers Conference
Data Placement at Scale - Landscape, Trade-Offs, and Direction
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Explore data placement strategies for large-scale systems, analyzing trade-offs and future trends in optimizing storage and retrieval efficiency.
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1
Lesons
49 minutes
On-Demand
Free-Video
NHR@FAU
Computer Architecture 101 for Scientists and Its Impact on Cluster Jobs
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Explore core concepts of parallel computer architecture and their impact on cluster job performance. Gain insights to optimize resource allocation and improve efficiency in supercomputing tasks.
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1
Lesons
48 minutes
On-Demand
Free-Video
CppCon
C++ Performance Optimization: Algorithmic Complexity, Data Locality, Parallelism, and Compiler Optimizations
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Explore C++ performance optimization through algorithmic complexity, data locality, parallelism, and compiler optimizations. Gain insights into efficient coding practices and trade-offs for improved runtime efficiency.
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19
Lesons
48 minutes
On-Demand
Free-Video
CppNow
Unlocking Modern CPU Power - Next-Gen C++ Optimization Techniques
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Explore cutting-edge C++ optimization techniques for modern CPUs, covering architecture changes, benchmarking challenges, and practical strategies to enhance code performance on latest processors.
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1
Lesons
1 hour 50 minutes
On-Demand
Free-Video
Meeting Cpp
CPU Cache Effects and Their Impact on Software Performance
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Explore CPU cache effects and memory optimization techniques through code examples and benchmarks, deriving key memory characteristics for improved software performance.
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1
Lesons
1 hour 6 minutes
On-Demand
Free-Video
Meeting Cpp
Foundation of GPU Programming
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Explore GPU architecture, performance sources, and programming models. Gain insights into SIMD processing, DRAM parallelism, and software/memory hierarchies for confident GPU utilization.
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1
Lesons
1 hour 6 minutes
On-Demand
Free-Video
NHR@FAU
A Review of Processor Advances Over the Past Thirty Years - An Outsider's Perspective
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Explore 30 years of processor advancements, focusing on x86 chips in HPC systems. Analyze core properties, memory hierarchy, and compare with Apple Silicon architecture.
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1
Lesons
1 hour 27 minutes
On-Demand
Free-Video
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