JGS594 Lecture 04

Software Engineering for Machine Learning
Introduction III
(202201)

Transcript

1. jgs SER 594 Software Engineering for Machine Learning Lecture 04: Introduction III Dr. Javier Gonzalez-Sanchez javiergs@asu.edu javiergs.engineering.asu.edu | javiergs.com PERALTA 230U Office Hours: By appointment
2. jgs Previously … Models
3. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 3 jgs Data
4. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 4 jgs Deep Learning
5. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 5 jgs Tree
6. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 6 jgs Forest | Bagging
7. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 7 jgs Clustering
8. jgs Key Ideas Software Engineering
9. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 9 jgs SER594 – Software Engineering for Machine Learning Definition
10. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 10 jgs Definition § a branch of computer science that deals with the design, implementation, and maintenance of complex computer programs. It encompasses not just the act of writing code, but all the tools and processes used to build and maintain that code over time.
11. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 11 jgs A sneak peek at the Code
12. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 12 jgs
13. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 13 jgs Trainer
14. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 14 jgs Example
15. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 15 jgs
16. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 16 jgs Application
17. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 17 jgs SER594 – Software Engineering for Machine Learning Definition
18. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 18 jgs SER594 – Software Engineering for Machine Learning Definition Prioritize Performance for the ML component
19. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 19 jgs Next Library From Scratch
20. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 20 jgs Neural Network
21. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 21 jgs BasicNeuralNetwork
22. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 22 jgs Code
23. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 23 jgs Main
24. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 24 jgs Constructor
25. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 25 jgs Forward Propagation
26. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 26 jgs Backward Propagation (Part 1 of 2)
27. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 27 jgs Backward Propagation (Part 2 of 2)
28. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 28 jgs Questions
29. jgs SER 594 Software Engineering for Machine Learning Javier Gonzalez-Sanchez, Ph.D. javiergs@asu.edu Spring 2022 Copyright. These slides can only be used as study material for the class CSE205 at Arizona State University. They cannot be distributed or used for another purpose.