Tops In Ee: Adv & Prac In Deep Learning

Instructor:
Tie "Thomas" Luo
599
Credits:
3.0
009
Building:
F Paul Anderson Tower
Room:
Rm.265
Semester:
Spring 2025
Start Date:
End Date:
Name:
Tops In Ee: Adv & Prac In Deep Learning
Requisites:

Prereq: Equivalent of two 400 level courses in Electrical Engineering, consent of instructor and engineering standing.

Class Type:
LEC
5:00 pm
7:30 pm
Days:
T
Note:
This course provides an in-depth exploration of key milestones in deep learning history while delving into the latest advancements, including large vision and language models. In contrast to its sister course "Deep Learning Fundamentals" which emphasizes theoretical foundations, this course focuses on practical understanding and uses. In addition, this course also leverages deep learning frameworks such as PyTorch and TensorFlow, along with AI ecosystems like Hugging Face. For advanced students, research methodologies and future directions will also be touched upon. Prerequisite: Intermediate knowledge and experience in deep learning (basic knowledge is _not_ sufficient). Familiarity with PyTorch or TensorFlow is advantageous but not mandatory.

A detailed investigation of a topic of current significance in electrical engineering such as biomedical instrumentation, digital filter design, active networks, advanced electrical devices, digital communications, display of electronics. May be repeated, but only three credits can be earned under the same title. Only nine credit hours may count toward degree requirements. A particular topic may be offered at most twice under the EE 599 number.

A detailed investigation of a topic of current significance in electrical engineering such as biomedical instrumentation, digital filter design, active networks, advanced electrical devices, digital communications, display of electronics. May be repeated, but only three credits can be earned under the same title. Only nine credit hours may count toward degree requirements. A particular topic may be offered at most twice under the EE 599 number.

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