A visual introduction to Gaussian Belief Propagation |
Website |
ai, machine-learning |
|
ACCESS HPC Workshop Series |
Learning |
deep-learning, machine-learning, neural-networks, big-data, tensorflow, gpu, training, openmpi, c, c++, fortran, openmp, programming, mpi, spark |
|
Active inference textbook |
Learning |
ai, machine-learning, neural-networks |
|
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 Institutes Cyberinfrastructure Documents: SAIL Meeting |
Learning |
ACCESS-account, ai, data-analysis, machine-learning |
|
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 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 |
|
Attention, Transformers, and LLMs: a hands-on introduction in Pytorch |
Learning |
ai, deep-learning, machine-learning, neural-networks, pytorch |
|
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 |
|
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 |
|
Factor Graphs and the Sum-Product Algorithm |
Docs |
ACCESS-account, ai, machine-learning |
|
Fairness and Machine Learning |
Docs |
ai, data-analysis, deep-learning, machine-learning, data-science |
|
fast.ai |
Website |
ai, machine-learning, pytorch, training |
|
Feed Forward NNs and Gradient Descent |
Website |
deep-learning, machine-learning, neural-networks |
|
Framework to help in scaling Machine Learning/Deep Learning/AI/NLP Models to Web Application level |
Learning |
ai, deep-learning, machine-learning, neural-networks |
|
GPU Acceleration in Python |
Learning |
machine-learning, big-data, data-analysis, optimization, parallelization, gpu, cuda, python |
|
Handwritten Digits Tutorial in PyTorch |
Website |
ai, visualization, deep-learning, image-processing, machine-learning, neural-networks, pytorch, python |
|
Harnessing the Power of Cloud and Machine Learning for Climate and Ocean Advances |
Learning |
machine-learning |
|
Implementing Markov Processes with Julia |
Tool |
ai, machine-learning, julia |
|
InsideHPC |
Website |
ai, machine-learning, community-outreach |
|
Intro to Machine Learning on HPC |
Docs |
ai, supervised-learning, unsupervised-learning, deep-learning, machine-learning, neural-networks |
|
Intro to Statistical Computing with Stan |
Docs |
data-analysis, machine-learning, monte-carlo, python |
|
Introduction to Deep Learning in Pytorch |
Learning |
ai, deep-learning, image-processing, machine-learning, neural-networks, pytorch, gpu |
|
Introduction to Probabilistic Graphical Models |
Learning |
ai, machine-learning |
|
iOS CoreML + SwiftUI Image Classification Model |
Docs |
ai, machine-learning |
|
Leveraging AI in Generative Assets and Environments for Play: Insights from the English Department's Digital Media Lab |
Slides |
ai, llm, generative-ai, reinforcement-learning, supervised-learning, unsupervised-learning, deep-learning, machine-learning, neural-networks, big-data, image-processing |
|
Machine Learning in Astrophysics |
Docs |
plotting, big-data, image-processing, machine-learning, astrophysics |
|
Machine Learning in R online book |
Learning |
data-analysis, machine-learning, r |
|
Machine Learning with sci-kit learn |
Learning |
ai, big-data, machine-learning |
|
MNIST Handwritten Digits Tutorial |
Learning |
ai, machine-learning, neural-networks |
|
Neural Networks in Julia |
Tool |
ai, deep-learning, machine-learning, neural-networks, julia |
|
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 |
|
Practical Machine Learning with Python |
Video |
machine-learning, programming, python |
|
Probabilistic Semantic Data Association for Collaborative Human-Robot Sensing |
Docs |
ai, machine-learning |
|
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 |
|
PyTorch Introduction |
Website |
deep-learning, machine-learning, neural-networks, pytorch, 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 |
|
Reinforcement Learning For Beginners with Python |
Video |
deep-learning, machine-learning, tensorflow, training, programming-best-practices, python |
|
Representation Learning in Deep Learning |
Docs |
deep-learning, image-processing, machine-learning, neural-networks |
|
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 |
|
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 |
|
Time-Series LSTMs Python Walkthrough |
Website |
ai, deep-learning, machine-learning, neural-networks, pytorch, python |
|
Training an LSTM Model in Pytorch |
Learning |
ai, supervised-learning, machine-learning |
|
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 |
|
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 are LSTMs? |
Learning |
ai, deep-learning, machine-learning, neural-networks |
|
What is fairness in ML? |
Docs |
ai, visualization, data-analysis, deep-learning, machine-learning |
|