Three-stage Learning with Portable Online Hands-on Labware for Quantum-based Machine Learning Development

Quantum-based Machine Learning (QML) combines quantum computing (QC) with machine learning (ML), which can be applied in various sectors, and there is a high demand for QML professionals. However, QML is not yet in many schools' curricula. We design labware for the basic concepts of QC, ML, and QML and their applications in science and engineering fields in Google Colab, applying a three-stage learning strategy for efficient and effective student learning.

Authors

Institutions

Publication Details

Published
2025-02-18
DOI
https://doi.org/10.1145/3641555.3705269
Citations
2
Primary Topic
Quantum Computing Algorithms and Architecture
Type
article
Field-Weighted Citation Impact
4.96

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Three-stage Learning with Portable Online Hands-on Labware for Quantum-based Machine Learning Development

Yong Shi, Hongmei Chi, Kun Suo, Tu N. Nguyen et al.
2 citations
Quantum Computing Algorithms and Architecture
4.96
article

Three-stage Learning with Portable Online Hands-on Labware for Quantum-based Machine Learning Development

Yong Shi, Hongmei Chi, Kun Suo, Tu N. Nguyen, Dan Lo, Andrew Polisetty
article en
2 citations

Abstract

Quantum-based Machine Learning (QML) combines quantum computing (QC) with machine learning (ML), which can be applied in various sectors, and there is a high demand for QML professionals. However, QML is not yet in many schools' curricula. We design labware for the basic concepts of QC, ML, and QML and their applications in science and engineering fields in Google Colab, applying a three-stage learning strategy for efficient and effective student learning.

Kennesaw State University (US), Florida Agricultural and Mechanical University (US)
National Science Foundation
Openalex Percentile: Top 6%
Quantum Computing Algorithms and Architecture
4.96
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.