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Filtering by: Keyword homotopy Publisher Worcester Polytechnic Institute

Advancing Neural Network Optimization and Design Through the Lens of Continuation Methods and Iterative Dynamical Systems

Keyword:

peft, homotopy, llm, continuation methods, deep learning, and iterative dynamical system

Creator:

Pathak, Harsh

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2024-08-02

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Parameter Continuation with Secant Approximation for Deep Neural Networks

Keyword:

non-convex, homotopy, Deep Learning, parameter continuation , Optimization, and secant

Creator:

Pathak, Harsh N.

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2018-12-05

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science