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quantum-mechanics

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Title Category Tags Skill Level
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
How the Little Jupyter Notebook Became a Web App: Managing Increasing Complexity with nbdev Learning data-sharing, data-management-software, data-reproducibility, github, workflow, astrophysics, data-science, novel-accelerators, computational-chemistry, genomics, materials-science, gravitational-waves, oceanography, particle-physics, physiology, psychology, quantum-computing, quantum-mechanics, biology, science-gateway, software-carpentry, jupyterhub, programming, python 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

Engagements

High Performance Computing vs Quantum Computing for Neural Networks supporting Artificial Intelligence
Pace University

A personalized learning system that adapts to learners' interests, needs, prior knowledge, and available resources is possible with artificial intelligence (AI) that utilizes natural language processing in neural networks. These deep learning neural networks can run on high performance computers (HPC) or on quantum computers (QC). Both HPC and QC are emergent technologies. Understanding both systems well enough to select which is more effective for a deep learning AI program, and show that understanding through example, is the ultimate goal of this project. The entry to learning technologies such as HPC and QC is narrow at present because it relies on classical education methods and mentoring. The gap between the knowledge workers needed, which is in high demand, and those with the expertise to teach, which is being achieved at a much slower rate, is widening. Here, an AI cognitive agent, trained via deep learning neural networks, can help in emergent technology subjects by assisting the instructor-learner pair with adaptive wisdom. We are building the foundations for this AI cognitive agent in this project.

The role of the student facilitator will involve optimizing a deep learning neural network, comparing and contrasting with the newest technologies, such as a quantum computer (and/or a quantum computer simulator) and a high performance computer and showing the efficiency of the different computing approaches. The student facilitator will perform these tasks at the rate described in the proposal. Milestone work will be displayed and shared publicly via posting to the Jupyter Notebooks on Google Colab and linked to regular Github uploads.

Status: Complete

People with Expertise

Jonathan Lyon

Murray State University

Programs

At-Large, Campus Champions, Kentucky, ACCESS CSSN

Roles

mentor, researcher/educator, cssn

Expertise

Balamurugan Desinghu

Rutgers, the State University of New Jersey

Programs

ACCESS CSSN, Campus Champions, CAREERS, Northeast

Roles

mentor, researcher/educator, research computing facilitator, cssn, Consultant

Bala Desinghu Photo

Expertise

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Torey Battelle

Arizona State University-Tempe

Programs

Campus Champions

Roles

mentor, regional facilitator, research computing facilitator, Affinity Group Leader, regional admin, CCMNet PM

tore8arch.png

Expertise

People with Interest

Torey Battelle

Arizona State University-Tempe

Programs

Campus Champions

Roles

mentor, regional facilitator, research computing facilitator, Affinity Group Leader, regional admin, CCMNet PM

tore8arch.png

Interests

Gil Speyer

Arizona State University

Programs

ACCESS CSSN

Roles

CIP

Placeholder headshot

Interests

Justin Oelgoetz

Austin Peay State University

Programs

Campus Champions

Roles

mentor, researcher/educator, research computing facilitator

Placeholder headshot

Interests