BLAS Courses and Certifications

USENIX

BLAS-on-Flash - An Efficient Alternative for Large Scale ML Training and Inference

Efficient alternative for large-scale ML tasks using SSD-resident matrices, enabling near in-memory performance on a single workstation. Outperforms distributed systems for complex algorithms like eigensolvers.

• YouTube
• 24 minutes
• On-Demand
• Conference Talk

The Julia Programming Language

BLASPhemy - Improving BLAS Handling in Enzyme.jl

Optimizing BLAS and Lapack routines for Enzyme.jl, improving performance and reliability in numerical computations and machine learning applications within the Julia ecosystem.

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

MuST Program for Disordered Materials

Accelerating Scientific Applications with Automatic BLAS GPU Offload on NVIDIA Grace-Hopper

Discover how SCILIB-Accel enables automatic GPU acceleration of scientific applications through BLAS offloading on NVIDIA Grace-Hopper, achieving 3x speedup without code modifications.

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

IIT Bombay;  NPTEL

High Performance Scientific Computing

Master high-performance computing fundamentals, parallel programming with OpenMP and MPI, GPU computing, and scientific visualization tools for advanced computational research and simulation applications.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

The Julia Programming Language

The State of Julia in 2021 - JuliaCon Keynote

Comprehensive overview of Julia's progress in 2021, covering threading, compiler improvements, linear algebra advancements, package updates, and future development plans.

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

CppCon

Linear Algebra Coming to Standard C++ - std::linalg

Explore std::linalg, a new C++ library for efficient linear algebra computations using modern C++ idioms. Learn its benefits, implementation, and potential impact on C++ development.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

ACCU Conference

C++ and Linear Algebra

Explore the proposal for adding linear algebra support to C++'s standard library, discussing its importance, requirements, and potential applications in geometry and color manipulation.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Conference Talk

CppCon

Is C++23 std::mdspan a Zero-overhead Abstraction? - Lecture

Explore C++23 std::mdspan's efficiency as a zero-overhead abstraction for multi-dimensional arrays through matrix and image operations, comparing assembly output to low-level implementations.

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

GOTO Conferences

Functional Programming and Scala for Machine Learning - YOW! 2015

Explore how functional programming and Scala can revolutionize machine learning, offering strongly-typed solutions for efficient algorithm implementation and scalable data processing.

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

CppCon

Guide to Linear Algebra With the Eigen C++ Library

Explore the Eigen C++ library for linear algebra, covering setup, matrix decompositions, STL algorithm compatibility, and integration with C++23/26 features for scientific programming applications.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

SF Python

Fantastic Data Science Libraries and Where to Use Them

Discover high-performance alternatives to popular data science libraries, exploring GPU acceleration, distributed computing, and optimization techniques for faster data processing in Python.

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