| AI Institutes Cyberinfrastructure Documents: SAIL Meeting |
Learning |
ACCESS-account, ai, data-analysis, machine-learning |
|
| An Introduction to the Julia Programming Language |
Learning |
ai, data-analysis, machine-learning, julia |
|
| 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 |
|
| CaRCC Data Facing Track |
Website |
data-analysis, data-access-protocols, data-lifecycle, data-management, data-management-software, data-provenance, data-retention, data-reproducibility, data-transfer, data-wrangling, storage, hpc-storage, data-compliance |
|
| Cornell Virtual Workshop |
Learning |
jetstream, stampede2, cloud-computing, data-analysis, performance-tuning, parallelization, file-transfer, globus, slurm, training, cuda, matlab, python, r, mpi |
|
| Data Analysis with R for Educators |
Video |
data-analysis, data-science, psychology, biology, training, workforce-development, r |
|
| Data Imputation Methods for Climate Data and Mortality Data |
Video |
allocation-value, documentation, ai, plotting, visualization, data-analysis, machine-learning |
|
| 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 |
|
| Discover Data Science |
Website |
data-analysis, workforce-development |
|
| Displaying Scientific Data with Tableau |
Video |
big-data, data-analysis, training, workforce-development |
|
| Fairness and Machine Learning |
Docs |
ai, data-analysis, deep-learning, machine-learning, data-science |
|
| FreeSurfer Tutorials |
Learning |
data-analysis, image-processing, psychology |
|
| FSL Lectures |
Learning |
data-analysis, image-processing, psychology |
|
| Fundamentals of R Programming |
Learning |
ACES, TAMU, plotting, data-analysis, r |
|
| GPU Acceleration in Python |
Learning |
machine-learning, big-data, data-analysis, optimization, parallelization, gpu, cuda, 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 Tutorial to Numpy and Pandas for Data Analysis |
Docs |
ai, big-data, data-analysis, vectorization |
|
| Machine Learning in R online book |
Learning |
data-analysis, machine-learning, r |
|
| marimo | a next generation python notebook |
Tool |
ai, computer-graphics, plotting, visualization, big-data, data-analysis, git, python |
|
| Master's in Data Science Program Guide - TechGuide |
Website |
big-data, data-analysis, data-science |
|
| MATLAB bioinformatics toolbox |
Tool |
visualization, data-analysis, bioinformatics, genomics, matlab |
|
| NITRC |
Website |
data-analysis, image-processing, data-sharing |
|
| Numpy - a Python Library |
Tool |
documentation, big-data, data-analysis, deep-learning, opencv, pytorch, tensorflow, data-science |
|
| Online Bachelor's in Data Science Program Guide - TechGuide |
Website |
machine-learning, big-data, data-analysis, data-science |
|
| Online Master's in Business Analytics Program Guide - TechGuide |
Website |
machine-learning, big-data, data-analysis, data-science |
|
| Optimizing Research Workflows - A Documentation of Snakemake |
Docs |
documentation, data-analysis, data-reproducibility, workflow, bioinformatics, data-science, python |
|
| Pandas - Python |
Docs |
documentation, ai, big-data, data-analysis |
|
| 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 for Deep Learning and Natural Language Processing |
Docs |
ai, big-data, data-analysis, deep-learning, machine-learning, neural-networks |
|
| R for Data Science |
Learning |
visualization, data-analysis, data-science, r |
|
| 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 |
|
| 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 |
|
| Samtools Documentation |
Docs |
documentation, data-analysis, bioinformatics, data-science, genomics |
|
| 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 |
|
| Scikit-Learn: Easy Machine Learning and Modeling |
Tool |
documentation, ai, plotting, visualization, big-data, data-analysis, deep-learning, image-processing, machine-learning, monte-carlo, neural-networks, vectorization |
|
| Scipy Lecture Notes |
Learning |
visualization, data-analysis, machine-learning, python |
|
| Spatial Data Science in the Cloud (Alpine HPC) using Python |
Learning |
cloud, big-data, data-analysis, gis, hpc-getting-started, slurm, git, anaconda, python |
|
| Useful R Packages for Data Science and Statistics |
Docs |
plotting, visualization, data-analysis, machine-learning, data-science, r |
|
| Weka |
Tool |
big-data, data-analysis, machine-learning, weka, data-science, java |
|
| What is fairness in ML? |
Docs |
ai, visualization, data-analysis, deep-learning, machine-learning |
|