Sustainable Data Science and Artificial Intelligence: Week 19

Sustainable Data Science and Artificial Intelligence

Week 21

What are we doing this week?

History of HYPERPARAMETERS, MATRICES

Classes

TUTORIAL

FRIDAY: 10-11AM

Lecture Notes

Link: Tutorial #5

Powerpoint: Hyperparameters

Powerpoint: Understanding Artificial Neural Networks

Powerpoint: Matrices, Image Processing
Code: Edge Detection 1, Edge Detection 2,
Edge Detection 3, Edge Detection 4

Code: ANN_BIN_to_DEC.c [Powerpoint]

Hyperparameter Tuning

Neural Network Architectures & Deep Learning

Links

Hyperparameter Optimization
https://en.wikipedia.org/wiki/Hyperparameter_optimization

Wikipedia Discussion page:
https://en.wikipedia.org/wiki/Talk:Hyperparameter_optimization

GeeksForGeeks: Hyperparameter tuning
https://www.geeksforgeeks.org/hyperparameter-tuning/

Activity
Do Activities #1-8, and submit to Brightspace and e-mail me by 15th of Feb.

If you have any suggestions, corrections, or comments, please feel free to e-mail me at:
Damian.X,Gordon(a)tudublin.ie