ACCESS HPC Workshop Series |
Learning |
deep-learning, machine-learning, neural-networks, big-data, tensorflow, gpu, training, openmpi, c, c++, fortran, openmp, programming, mpi, spark |
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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 |
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Attention, Transformers, and LLMs: a hands-on introduction in Pytorch |
Learning |
ai, deep-learning, machine-learning, neural-networks, pytorch |
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Automated Machine Learning Book |
Learning |
ai, data-analysis, deep-learning, machine-learning, neural-networks, python, r |
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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 |
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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 |
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Docker - Containerized, reproducible workflows |
Tool |
documentation, cloud-computing, deep-learning |
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Fairness and Machine Learning |
Docs |
ai, data-analysis, deep-learning, machine-learning, data-science |
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Feed Forward NNs and Gradient Descent |
Website |
deep-learning, machine-learning, neural-networks |
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Framework to help in scaling Machine Learning/Deep Learning/AI/NLP Models to Web Application level |
Learning |
ai, deep-learning, machine-learning, neural-networks |
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Handwritten Digits Tutorial in PyTorch |
Website |
ai, visualization, deep-learning, image-processing, machine-learning, neural-networks, pytorch, python |
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Horovod: Distributed deep learning training framework |
Tool |
deep-learning, distributed-computing, gpu |
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Intro to Machine Learning on HPC |
Docs |
ai, supervised-learning, unsupervised-learning, deep-learning, machine-learning, neural-networks |
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Introduction to Deep Learning in Pytorch |
Learning |
ai, deep-learning, image-processing, machine-learning, neural-networks, pytorch, gpu |
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Introduction to Python for Digital Humanities and Computational Research |
Docs |
ai, big-data, data-analysis, deep-learning, data-science, python |
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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 |
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Neocortex Documentation |
Docs |
documentation, ai, deep-learning, neural-networks, hardware |
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Neural Networks in Julia |
Tool |
ai, deep-learning, machine-learning, neural-networks, julia |
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Numpy - a Python Library |
Tool |
documentation, big-data, data-analysis, deep-learning, opencv, pytorch, tensorflow, data-science |
|
Official Documentation for PyTorch and NumPy |
Docs |
deep-learning, neural-networks, pytorch, python |
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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 |
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Quick and Robust Data Augmentation with Albumentations Library |
Tool |
deep-learning, python |
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Reinforcement Learning For Beginners with Python |
Video |
deep-learning, machine-learning, tensorflow, training, programming-best-practices, python |
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Representation Learning in Deep Learning |
Docs |
deep-learning, image-processing, machine-learning, neural-networks |
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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 |
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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 |
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Time-Series LSTMs Python Walkthrough |
Website |
ai, deep-learning, machine-learning, neural-networks, pytorch, python |
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What are LSTMs? |
Learning |
ai, deep-learning, machine-learning, neural-networks |
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What is fairness in ML? |
Docs |
ai, visualization, data-analysis, deep-learning, machine-learning |
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