A visual introduction to Gaussian Belief Propagation |
Website |
ai, machine-learning |
Beginner, Intermediate |
ACCESS HPC Workshop Series |
Learning |
big-data, deep-learning, machine-learning, neural-networks, tensorflow, gpu, technical-training-for-hpc, training, openmpi, c, c++, fortran, openmp, programming, mpi, spark |
Beginner, Intermediate |
Active inference textbook |
Learning |
ai, machine-learning, neural-networks |
Beginner, Intermediate, Advanced |
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 |
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 |
Factor Graphs and the Sum-Product Algorithm |
Docs |
access-acount, ai, machine-learning |
Intermediate |
Fairness and Machine Learning |
Docs |
ai, data-analysis, deep-learning, machine-learning, data-science |
Intermediate, Advanced |
Framework to help in scaling Machine Learning/Deep Learning/AI/NLP Models to Web Application level |
Learning |
ai, deep-learning, machine-learning, neural-networks |
Intermediate |
Harnessing the Power of Cloud and Machine Learning for Climate and Ocean Advances |
Learning |
machine-learning |
Intermediate |
Intro to Statistical Computing with Stan |
Docs |
data-analysis, machine-learning, monte-carlo, python |
Beginner, Intermediate |
Introduction to Probabilistic Graphical Models |
Learning |
ai, machine-learning |
Beginner, Intermediate |
Machine Learning in R online book |
Learning |
data-analysis, machine-learning, r |
Beginner, Intermediate, Advanced |
Probabilistic Semantic Data Association for Collaborative Human-Robot Sensing |
Docs |
ai, machine-learning |
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 |
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 |
Reinforcement Learning For Beginners with Python |
Video |
deep-learning, machine-learning, tensorflow, training, programming-best-practices, python |
Beginner |
Representation Learning in Deep Learning |
Docs |
deep-learning, image-processing, machine-learning, neural-networks |
Intermediate |
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 |
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 |