Accession Number:

AD1122102

Title:

Democratizing Deep Learning with the ktrain Library

Descriptive Note:

[Technical Report, Research Note]

Corporate Author:

INSTITUTE FOR DEFENSE ANALYSES ALEXANDRIA VA

Personal Author(s):

• Maiya, Arun S.

Report Date:

2020-04-01

Pagination or Media Count:

2

Abstract:

The ktrain library is a free, open-source Python package developed by IDA researcher Arun Maiya to help build, tune, train, and deploy neural networks. The ktrain software package acts as a lightweight wrapper around the deep learning library Tensor FlowKeras in addition to other libraries. It is designed to make sophisticated, state-of-the-art machine learning models easier to apply by domain experts who may have little experience in data science and artificial intelligence AI. It is also well-suited for rapid prototyping by experienced practitioners.

Descriptors:

• artificial intelligence
• machine learning
• neural networks
• information systems
• artificial intelligence software
• deep learning
• automated text summarization
• computer science
• data science
• social media
• automata theory
• social networks
• learning
• network science
• software prototyping
• aerial photography
• artificial intelligence computing
• satellite imaging
• classification
• computers

Subject Categories:

• Cybernetics
• Information Science

Distribution Statement:

[A, Approved For Public Release]