SIMD Courses and Certifications

Meeting Cpp

Advanced SIMD Algorithms in Pictures

Explore non-trivial SIMD algorithms like strcmp, set_intersect, and sort through visual explanations. Demystify vectorized algorithms for those with basic CS knowledge.

• YouTube
• 52 minutes
• On-Demand
• Free Video

CMU Database Group

Vectorized Query Execution Using SIMD - Lecture 6

Explore vectorized query execution using SIMD in advanced database systems, focusing on performance optimization techniques and modern hardware utilization.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

CMU Database Group

Vectorized Query Execution with SIMD - Lecture 8

Explore advanced vectorized query execution techniques using SIMD for optimized database performance in this comprehensive lecture by Prof. Andy Pavlo.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

CppCon

Advanced SIMD Algorithms in Pictures - Lecture

Explore advanced SIMD algorithms for memcmp, copy_if, and set_intersection through visual explanations. Gain insights into vectorized implementations without prior SIMD knowledge.

• YouTube
• 24 minutes
• On-Demand
• Free Video

cpponsea

Unlock the Power of Parallel Computing With SWAR (SIMD Within A Register)

Unlock parallel computing power with SWAR technique. Explore SIMD-like operations using conventional CPU registers, boosting performance for hash tables, string functions, and more. Dive into benchmarks and real-world applications.

• YouTube
• 43 minutes
• On-Demand
• Free Video

LinaroOrg

SIMD Programming Model: Porting from X86 to ARM

Explore SIMD programming models across ARM (NEON & SVEx) and X86 (SSEx, AVXx) architectures, comparing features, optimization techniques, and implementation challenges for performance enhancement in various computing platforms.

• YouTube
• 26 minutes
• On-Demand
• Free Video

JuliaHub

SIMD Programming and Optimization Techniques in Julia

Master SIMD optimization techniques in Julia to enhance computational performance through parallel processing and learn automatic and manual implementation methods for efficient data operations.

• YouTube
• 42 minutes
• On-Demand
• Free Video

media.ccc.de

Textverarbeitung mit SIMD-Techniken - Effiziente Stringverarbeitung für moderne Anwendungen

Effiziente Textverarbeitung mit SIMD-Techniken: Beschleunigung von String-Operationen durch parallele Verarbeitung mehrerer Zeichen gleichzeitig, für optimierte Leistung in modernen Anwendungen.

• YouTube
• 45 minutes
• On-Demand
• Free Video

CMU Database Group

Advanced Database Systems - Spring 2023

Dive into advanced database system internals, query optimization, and modern analytical architectures through CMU's comprehensive graduate-level curriculum.

• YouTube
• 1 day 3 hours 8 minutes
• On-Demand
• Free Video

CMU Database Group

Parallel Query Execution - Lecture 13

Explore parallel query execution techniques in database systems, enhancing performance and scalability for efficient data processing and retrieval.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

javidx9

Intrinsic Functions and Vector Processing Extensions for SIMD Parallel Operations in C++

Explore CPU Extensions and SIMD parallel operations in C++ using Compiler Intrinsic Functions, with practical implementation in Mandelbrot Fractal generation.

• YouTube
• 56 minutes
• On-Demand
• Free Video

CppCon

std::simd - Expressing Inherent Parallelism Efficiently Via Data-parallel Types

Explore efficient data-parallelism using std::simd in C++26, learning to optimize compute-intensive workloads and design data structures for high-throughput execution.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

CppCon

Fast C++ Using SIMD Types with Generic Lambdas and Filters - Lecture

Optimize C++ performance using SIMD types, generic lambdas, and filters. Learn to generate high-performance code competitive with standard libraries, exploring vectorization techniques and branching strategies.

• YouTube
• 54 minutes
• On-Demand
• Free Video

Rust

SIMD Instructions with Rust on Android - Optimizing Performance and Portability

Explore SIMD instructions in Rust on Android: implementation, challenges, and optimization techniques. Learn cross-platform strategies, instruction detection, and performance considerations.

• YouTube
• 48 minutes
• On-Demand
• Free Video

Java

Vector API - SIMD Programming in Java

Explore SIMD programming in Java with the Vector API, enabling platform-agnostic, data-parallel operations for enhanced performance and efficiency in your applications.

• YouTube
• 43 minutes
• On-Demand
• Free Video