| ACES: Charliecloud Containers for Scientific Workflows (Tutorial) |
Learning |
ACES, TAMU, scratch, lammps, tensorflow, open-ondemand, gpu, nfs, slurm, bash, training, python, containers |
|
| Advanced Mathematical Optimization Techniques |
Learning |
optimization, python |
|
| AHPCC documentary |
Docs |
login, batch-jobs, slurm, bash, ssh, python, mpi |
|
| AI for improved HPC research - Cursor and Termius - Powerpoint |
Slides |
documentation, ai, machine-learning, ssh, programming, programming-best-practices, python, terminal-emulation-and-window-management |
|
| AI powered VsCode Editor |
Tool |
ai, machine-learning, workflow, natural-language-processing, programming, python, sas |
|
| AI/ML TechLab - Accelerating AI/ML Workflows on a Composable Cyberinfrastructure |
Docs |
ACES, documentation, TAMU, ai, visualization, deep-learning, machine-learning, neural-networks, login, authentication, composable-systems, gpu, nvidia, slurm, bash, modules, vim, anaconda, conda, programming, python, scikit-learn |
|
| An Introduction to Cryptography with Python |
Website |
python, data-security, cybersecurity, encryption, secure-data-architecture |
|
| Applications of Machine Learning in Engineering and Parameter Tuning Tutorial |
Learning |
data-analysis, machine-learning, python |
|
| Automated Machine Learning Book |
Learning |
ai, data-analysis, deep-learning, machine-learning, neural-networks, python, r |
|
| Awesome Jupyter Widgets (for building interactive scientific workflows or science gateway tools) |
Learning |
ai, computer-graphics, plotting, visualization, big-data, data-analysis, deep-learning, image-processing, machine-learning, monte-carlo, neural-networks, data-sharing, data-lifecycle, data-management, data-management-software, data-reproducibility, github, astrophysics, data-science, novel-accelerators, computational-chemistry, genomics, materials-science, gravitational-waves, oceanography, particle-physics, physiology, psychology, quantum-computing, quantum-mechanics, biology, open-ondemand, science-gateway, c++, jupyterhub, python |
|
| Biopython Tutorial |
Learning |
bioinformatics, genomics, python |
|
| CI Computing Module For All |
Learning |
ai, computer-vision, neural-networks, visualization, big-data, gis, parallelization, data-management, data-science, bioinformatics, open-ondemand, hpc-getting-started, cpu-architecture, distributed-computing, job-submission, jupyterhub, python, r, cybersecurity, containers |
|
| Conda |
Tool |
anaconda, conda, python |
|
| Containerized Jupyter Notebooks for HPCs |
Learning |
cloud, cloud-computing, openstack, scratch, data-management, data-reproducibility, github, workflow, open-ondemand, administering-hpc, configuration-automation, hpc-getting-started, hpc-tools, deployment, scripting, conda, jupyterhub, programming-best-practices, python, mpi, containers, docker, singularity |
|
| Cornell Virtual Workshop |
Learning |
jetstream, stampede2, cloud-computing, data-analysis, performance-tuning, parallelization, file-transfer, globus, slurm, training, cuda, matlab, python, r, mpi |
|
| CUDA Toolkit Documentation |
Docs |
documentation, c, c++, fortran, python |
|
| Data Visualization tools for Python |
Docs |
documentation, python |
|
| DeapSECURE – Data-Enabled Advanced Computational Training Platform for Cybersecurity Research and Education |
Learning |
ai, deep-learning, machine-learning, neural-networks, visualization, big-data, data-analysis, jekyll, batch-jobs, slurm, bash, ssh, training, workforce-development, python, scikit-learn, cybersecurity |
|
| Gentle Introduction to Programming With Python |
Learning |
python |
|
| Globus Documentation |
Docs |
cloud-storage, data-sharing, data-management, data-management-software, data-transfer, data-wrangling, file-transfer, globus, s3, dtn, python, data-security, data-compliance, federated-authentication, secure-data-architecture |
|
| GPU Computing Workshop Series for the Earth Science Community |
Learning |
optimization, performance-tuning, profiling, parallelization, github, pytorch, tensorflow, oceanography, gpu, hpc-arch-and-perf, training, c, c++, fortran, cuda, jupyterhub, programming, programming-best-practices, python |
|
| Handwritten Digits Tutorial in PyTorch |
Website |
ai, visualization, deep-learning, image-processing, machine-learning, neural-networks, pytorch, python |
|
| How the Little Jupyter Notebook Became a Web App: Managing Increasing Complexity with nbdev |
Learning |
data-sharing, data-management-software, data-reproducibility, github, workflow, astrophysics, data-science, novel-accelerators, computational-chemistry, genomics, materials-science, gravitational-waves, oceanography, particle-physics, physiology, psychology, quantum-computing, quantum-mechanics, biology, science-gateway, software-carpentry, jupyterhub, programming, python |
|
| HPC University |
Learning |
debugging, hpc-operations, professional-development, training, workforce-development, compiling, matlab, python, r, mpi |
|
| HPCwire |
Website |
documentation, pytorch, data-science, bioinformatics, hpc-operations, training, programming, programming-best-practices, python |
|
| Intro to Statistical Computing with Stan |
Docs |
data-analysis, machine-learning, monte-carlo, python |
|
| Introduction to Python for Digital Humanities and Computational Research |
Docs |
ai, big-data, data-analysis, deep-learning, data-science, python |
|
| Introductory Python Lecture Series |
Learning |
documentation, programming, python |
|
| Learn Python Online |
Website |
professional-development, training, python |
|
| Managing Python Packages on an HPC Cluster |
Docs |
documentation, pytorch, data-science, open-ondemand, batch-jobs, job-submission, slurm, environment-modules, anaconda, jupyterhub, python, library-paths, dependencies, pip, version-control |
|
| marimo | a next generation python notebook |
Tool |
ai, computer-graphics, plotting, visualization, big-data, data-analysis, git, python |
|
| MATLAB with other Programming Languages |
Tool |
c, c++, fortran, java, matlab, python |
|
| MDAnalysis - Python library for the analysis of molecular dynamics simulations |
Tool |
computational-chemistry, materials-science, python |
|
| NCSA HPC Training Moodle |
Learning |
performance-tuning, profiling, parallelization, lustre, training, workforce-development, openmp, python, mpi, cybersecurity |
|
| Official Documentation for PyTorch and NumPy |
Docs |
deep-learning, neural-networks, pytorch, python |
|
| Official Python Documentation |
Docs |
documentation, python |
|
| Optimizing Research Workflows - A Documentation of Snakemake |
Docs |
documentation, data-analysis, data-reproducibility, workflow, bioinformatics, data-science, python |
|
| Practical Machine Learning with Python |
Video |
machine-learning, programming, python |
|
| Python |
Learning |
python |
|
| Python Data and Viz Training (CCEP Program) |
Learning |
data-science, python |
|
| Python Tools for Data Science |
Video |
ai, machine-learning, big-data, data-analysis, data-wrangling, data-science, training, workforce-development, python, scikit-learn, sql |
|
| PyTorch Introduction |
Website |
deep-learning, machine-learning, neural-networks, pytorch, python |
|
| Quick and Robust Data Augmentation with Albumentations Library |
Tool |
deep-learning, python |
|
| Recommended Libraries for Cyberinfrastructure Users Developing Jupyter Notebooks |
Website |
ai, big-data, data-analysis, machine-learning, data-sharing, data-lifecycle, data-management, data-management-software, data-reproducibility, data-wrangling, github-pages, workflow, astrophysics, data-science, computational-chemistry, genomics, materials-science, gravitational-waves, oceanography, particle-physics, physiology, psychology, quantum-computing, quantum-mechanics, biology, science-gateway, conda, jupyterhub, python |
|
| Regular Expressions |
Learning |
perl, programming, python, r |
|
| Reinforcement Learning For Beginners with Python |
Video |
deep-learning, machine-learning, tensorflow, training, programming-best-practices, python |
|
| Research Software Development in JupyterLab: A Platform for Collaboration Between Scientists and RSEs |
Learning |
ai, visualization, big-data, data-analysis, deep-learning, machine-learning, astrophysics, data-science, novel-accelerators, computational-chemistry, genomics, materials-science, gravitational-waves, oceanography, particle-physics, physiology, psychology, quantum-computing, quantum-mechanics, biology, open-ondemand, science-gateway, c++, jupyterhub, python, r |
|
| Science Gateway Tool/Web App Template (Jupyter Notebook + ipywidgets) |
Learning |
data-analysis, github, astrophysics, data-science, novel-accelerators, computational-chemistry, genomics, materials-science, gravitational-waves, oceanography, particle-physics, physiology, psychology, quantum-computing, quantum-mechanics, biology, open-ondemand, science-gateway, jupyterhub, python |
|
| Scipy Lecture Notes |
Learning |
visualization, data-analysis, machine-learning, python |
|
| Set Up VSCode for Python and Github |
Learning |
git, python |
|
| Setting up PyFR flow solver on clusters |
Learning |
faster, fluid-dynamics, c++, cuda, python, mpi, software-installation |
|
| Spatial Data Science in the Cloud (Alpine HPC) using Python |
Learning |
cloud, big-data, data-analysis, gis, hpc-getting-started, slurm, git, anaconda, python |
|
| Time-Series LSTMs Python Walkthrough |
Website |
ai, deep-learning, machine-learning, neural-networks, pytorch, python |
|
| Tutorial: Localized RAG Chatbot with ACCESS HPC |
Tool |
ai, LLM, generative-ai, nlp, machine-learning, ACCESS, supplement, jetstream, cloud-open-source, natural-language-processing, bash, git, vm, community-outreach, research-facilitation, workforce-development, python, interactive-mode, easybuild, pip |
|
| Using Dask on HPC Systems |
Learning |
training, jupyterhub, python |
|
| Using Linux commands in a python script (and the difference between the subprocess and os python modules) |
Learning |
cluster-management, programming, python |
|
| Working with Python on HPC Clusters |
Docs |
pytorch, batch-jobs, job-submission, scheduling, slurm, modules, scripting, conda, python |
|