| 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, ondemand, science gateway, c++, jupyterhub, python |
Beginner, Intermediate, Advanced |
| Data Analysis with R for Educators |
Video |
data-analysis, data-science, psychology, biology, technical-training-for-hpc, training, workforce-development, r |
Beginner |
| Fairness and Machine Learning |
Docs |
ai, data-analysis, deep-learning, machine-learning, data-science |
Intermediate, Advanced |
| 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 |
Beginner, Intermediate, Advanced |
| HPCwire |
Website |
documentation, bioinformatics, pytorch, data-science, hpc-operations, technical-training-for-hpc, programming, programming-best-practices, python |
Beginner, Intermediate, Advanced |
| Introduction to Python for Digital Humanities and Computational Research |
Docs |
ai, big-data, data-analysis, deep-learning, data-science, python |
Beginner |
| Optimizing Research Workflows - A Documentation of Snakemake |
Docs |
documentation, data-analysis, data-reproducibility, workflow, bioinformatics, data-science, python |
Intermediate, Advanced |
| Python Tools for Data Science |
Video |
ai, big-data, data-analysis, machine-learning, data-wrangling, data-science, technical-training-for-hpc, training, workforce-development, python, scikit-learn, sql |
Intermediate |
| R for Data Science |
Learning |
visualization, data-analysis, data-science, r |
Beginner, Intermediate, Advanced |
| 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 |
Beginner, Intermediate, Advanced |
| 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, ondemand, science gateway, c++, jupyterhub, python, r |
Beginner, Intermediate |
| Research Software Engineering Training Materials |
Website |
astrophysics, data-science, novel-accelerators, computational-chemistry, genomics, materials-science, gravitational-waves, oceanography, particle-physics, physiology, psychology, quantum-computing, quantum-mechanics, biology, git, training, workforce-development, programming, programming-best-practices, version-control |
Beginner, Intermediate, Advanced |
| Samtools Documentation |
Docs |
documentation, data-analysis, bioinformatics, data-science, genomics |
Beginner, Intermediate, Advanced |
| 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, ondemand, science gateway, jupyterhub, python |
Beginner |
| Useful R Packages for Data Science and Statistics |
Docs |
plotting, visualization, data-analysis, machine-learning, data-science, r |
Beginner, Intermediate, Advanced |