Scientific Computing Courses and Certifications

EuroPython Conference

NumPy - Vectorize Your Brain

Learn essential NumPy idioms for efficient scientific computing in Python, covering array creation, broadcasting, universal functions, aggregations, slicing, and indexing to boost numerical computation speed.

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

EuroPython Conference

Numba - A JIT Compiler for Fast Numerical Code

Explore Numba, a JIT compiler for Python that accelerates numerical algorithms beyond Numpy capabilities, with CPU and GPU support. Learn its use cases, performance expectations, and inner workings.

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

PyCon US

Docker and Python - Making Them Play Nicely and Securely for Data Science and ML

Docker best practices for data science and machine learning: optimizing image builds, ensuring security, and implementing efficient deployment workflows for data-intensive applications.

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

EuroPython Conference

PyPy Meets Python 3 and Numpy

Explore PyPy's advancements in supporting Python 3.x and scientific computing with Numpy, offering improved performance and expanded application domains for Python developers.

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

CppNow

The Julia Language and C++ - The Perfect Marriage

Explore Julia's integration with C++, showcasing its high performance, dynamic dispatch, and seamless interfacing capabilities through Cxx.jl and CxxWrap.jl, with interactive examples and benchmarks.

• YouTube
• 1 hour 25 minutes
• On-Demand
• Conference Talk

ACCU Conference

A Taste of Julia

Explore Julia's Lisp-inspired features and modern optimization techniques for scientific computing, highlighting its high-level syntax and high-performance capabilities.

• YouTube
• 1 hour 37 minutes
• On-Demand
• Conference Talk

SAIConference

Berkeley Lab's Breakthroughs in Exascale Supercomputing and AI Energy Efficiency

Explore Berkeley Lab's journey from atomic age to supercomputing forefront. Discover exascale computing challenges, energy efficiency innovations, and future HPC directions with specialized hardware and chiplets.

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

CppCon

Quantifying Dinosaur Pee - Expressing Probabilities as Floating-Point Values in C++ - Lecture

Explore floating-point precision in C++ through probability calculations, from birthday paradoxes to dinosaur urine, with insights on numerical pitfalls and expected value concepts.

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

CppCon

C++ Performance Portability - A Decade of Lessons Learned - Lecture

Explore a decade of C++ performance portability challenges and solutions, focusing on Kokkos ecosystem development for efficient cross-platform scientific computing.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

NHR@FAU

Modern Fortran - A Contradiction or Future-Proof Language?

Explore modern Fortran's evolution, focusing on program design, parallelism, and interoperability. Discover how this 65-year-old language remains relevant for scientific simulations.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Scalable Parallel Computing Lab, SPCL @ ETH Zurich

Fortran Optimization for Accelerator Devices - Data-Centric Representation

Explore data-centric optimization techniques for Fortran code on accelerator devices, enhancing high-performance computing capabilities.

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

nanohubtechtalks

Data Cleaning with MATLAB - nanoHUB Tech Talk

Learn essential techniques for data cleaning in MATLAB, including handling missing values, removing outliers, and formatting data for analysis. Enhance your research and data processing skills.

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

Inside Livermore Lab

ML for Solving PDEs: Neural Operators on Function Spaces

Explore AI advancements in scientific applications, including neural operators for weather and climate modeling, offering significant speedups and zero-shot generalization across function spaces.

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

Wolfram

Getting to Know the Wolfram GPT

Explore Wolfram's custom GPT capabilities, its relation to ChatGPT plugin, and learn effective usage strategies through expert-led examples and discussions.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

For the Love of Physics

Simulating Charged Particle Motion in Electric and Magnetic Fields Using SCILAB

Explore charged particle motion in electric and magnetic fields through SCILAB simulations, covering physics concepts and programming techniques for various trajectories.

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