| Applications of Machine Learning in Engineering and Parameter Tuning Tutorial |
Learning |
data-analysis, machine-learning, python |
Beginner, Intermediate |
| Automated Machine Learning Book |
Learning |
ai, data-analysis, deep-learning, machine-learning, neural-networks, python, r |
Intermediate, Advanced |
| 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 |
| CaRCC Data Facing Track |
Website |
data-access-protocols, data-analysis, data-compliance, data-lifecycle, data-management, data-management-software, data-provenance, data-reproducibility, data-retention, data-transfer, data-wrangling, hpc-storage, storage |
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 |
| DeapSECURE – Data-Enabled Advanced Computational Training Platform for Cybersecurity Research and Education |
Learning |
ai, visualization, big-data, data-analysis, deep-learning, machine-learning, neural-networks, jekyll, batch-jobs, slurm, bash, ssh, technical-training-for-hpc, training, workforce-development, python, scikit-learn, cybersecurity |
Beginner |
| Displaying Scientific Data with Tableau |
Video |
big-data, data-analysis, technical-training-for-hpc, training, workforce-development |
Intermediate |
| Fairness and Machine Learning |
Docs |
ai, data-analysis, deep-learning, machine-learning, data-science |
Intermediate, Advanced |
| FreeSurfer Tutorials |
Learning |
data-analysis, image-processing, psychology |
Beginner, Intermediate |
| FSL Lectures |
Learning |
data-analysis, image-processing, psychology |
Beginner, Intermediate, Advanced |
| Intro to Statistical Computing with Stan |
Docs |
data-analysis, machine-learning, monte-carlo, python |
Beginner, Intermediate |
| Introduction to Python for Digital Humanities and Computational Research |
Docs |
ai, big-data, data-analysis, deep-learning, data-science, python |
Beginner |
| Introductory Tutorial to Numpy and Pandas for Data Analysis |
Docs |
ai, big-data, data-analysis, vectorization |
Beginner |
| Machine Learning in R online book |
Learning |
data-analysis, machine-learning, r |
Beginner, Intermediate, Advanced |
| MATLAB bioinformatics toolbox |
Tool |
visualization, data-analysis, bioinformatics, genomics, matlab |
Beginner, Intermediate, Advanced |
| NITRC |
Website |
data-analysis, image-processing, data-sharing |
Beginner, Intermediate, Advanced |
| 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 |
| PyTorch for Deep Learning and Natural Language Processing |
Docs |
ai, big-data, data-analysis, deep-learning, machine-learning, neural-networks |
Beginner |
| 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 |
| 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 |
| Scipy Lecture Notes |
Learning |
visualization, data-analysis, machine-learning, python |
Beginner, Intermediate |
| Useful R Packages for Data Science and Statistics |
Docs |
plotting, visualization, data-analysis, machine-learning, data-science, r |
Beginner, Intermediate, Advanced |
| What is fairness in ML? |
Docs |
ai, visualization, data-analysis, deep-learning, machine-learning |
Intermediate |