JGS594 Lecture 23

Software Engineering for Machine Learning
Final Review
(202204)

Transcript

1. jgs SER 594 Software Engineering for Machine Learning Lecture 23: Final Review Dr. Javier Gonzalez-Sanchez javiergs@asu.edu javiergs.engineering.asu.edu | javiergs.com PERALTA 230U Office Hours: By appointment
2. jgs Assignment 06 Classification
3. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 15 jgs Assignment | Step 1 § Select 3 public available dataset. Search for at least 1 huge and if possible related to sensor’s data. § You will need to provide the URL to get them
4. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 16 jgs Assignment | Step 2 For each dataset create the following models § Naïve Bayes § Decision Tree § Random Forest
5. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 17 jgs Assignment | Step 3 For each model evaluate its performance: § Naïve Bayes § Decision Tree § Random Forest Do not forget to separate Training and Testing datasets Show Confusion Matrix and the 4 known metrics
6. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 18 jgs Assignment | Step 4 Report conclusions § Which one works better for each case? § Why? As usual submit a paper including: a) Description of the selected datasets b) Source Code c) Evaluation d) B) Explain your findings and Conclusions § Academic Integrity 👀
7. jgs Final Exam
8. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 20 jgs Machine Learning model coding evaluation concepts
9. jgs The following slides shows some examples related to some topics This is NOT a comprehensive list of topics Topics in the exam can be found Weeks 2 to 15 (Lectures 1 to 25)
10. jgs Review Lecture 13 for Topics Related to Deep Learning
11. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 23 jgs Weka | Kmeans
12. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 24 jgs Weka | EM
13. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 25 jgs Mallet | Text Mining
14. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 26 jgs Mallet | NaiveBayes
15. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 27 jgs Weka | NaiveBayes CSV file
16. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 28 jgs Weka | J48 Decision Tree CSV file
17. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 29 jgs Weka | Random Forest
18. Javier Gonzalez-Sanchez | SER 594 | Spring 2022 | 30 jgs Questions
19. 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.