Deep Learning: Model Optimization and Tuning.
(Online Course)

Book Cover
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Published
Carpenteria, CA linkedin.com, 2022.
Format
Online Course
Status

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Language
English

Notes

General Note
2/01/202212:00:00AM
Participants/Performers
Presenter: Kumaran Ponnambalam
Description
Learn about various optimization and tuning options available for deep learning models and use them to improve models.
Description
Deep Learning as a technology has grown leaps and bounds in the last few years. More and more AI solutions use Deep Learning as their foundational technology. Studying this technology, however, presents several challenges. IT professionals from varying backgrounds need a simplified resource to learn the concepts and build models quickly. In this course, instructor Kumaran Ponnambalam provides a simplified path to understand various optimization and tuning options available for deep learning models and shows you how to use these options to improve models. He begins by reviewing Deep Learning, including artificial neural networks and architectures. Next, Kumaran discusses the process of hyper parameter tuning. He examines the building blocks of neural networks and the levers available to tune them. Kumaran offers recommendations and best practices. Then he concludes with an end-to-end tuning example.
System Details
Latest version of the following browsers: Chrome, Safari, Firefox, or Internet Explorer. Adobe Flash Player Plugin. JavaScript and cookies must be enabled. A broadband Internet connection.

Citations

APA Citation, 7th Edition (style guide)

Ponnambalam, K. (2022). Deep Learning: Model Optimization and Tuning . linkedin.com.

Chicago / Turabian - Author Date Citation, 17th Edition (style guide)

Ponnambalam, Kumaran. 2022. Deep Learning: Model Optimization and Tuning. linkedin.com.

Chicago / Turabian - Humanities (Notes and Bibliography) Citation, 17th Edition (style guide)

Ponnambalam, Kumaran. Deep Learning: Model Optimization and Tuning linkedin.com, 2022.

MLA Citation, 9th Edition (style guide)

Ponnambalam, Kumaran. Deep Learning: Model Optimization and Tuning linkedin.com, 2022.

Note! Citations contain only title, author, edition, publisher, and year published. Citations should be used as a guideline and should be double checked for accuracy. Citation formats are based on standards as of August 2021.