Splošno
About the course
Lectures
Practical work
Assignment 1
Assignment 2
Additional material
Tedenski oris
- Splošno
- 1. oktober - 7. oktober
1. oktober - 7. oktober
Introduction
Overview of the course & objectives and introduction to Data Science
Nature inspired computation
Genetic algorithmsPractical sessions start the 3rd week of the semester.
- 8. oktober - 14. oktober
8. oktober - 14. oktober
LECTURES:
Genetic algorithms - 15. oktober - 21. oktober
15. oktober - 21. oktober
LECTURES:
Swarm intelligence,Ant colony optimizationLABS:
An introduction to R
Introduction to R (R code) Vir Naloženo 15/10/2018 18:05
- 22. oktober - 28. oktober
22. oktober - 28. oktober
LECTURES:
Predictive modeling:- bias and variance,
- simple prediction models: kNN
LABS:
- Data visualization, genetic algorithms
- 29. oktober - 4. november
29. oktober - 4. november
LECTURES:
Speeding-up similarity search
Simple prediction models: decision rules
Feature evaluation and selectionNO LABS THIS WEEK
- 5. november - 11. november
5. november - 11. november
NO LECTURES tHIS WEEK BUT
Read Chapter 4 Classification in the Introduction to statistical learning.LABS:
- Predictive modeling
- 12. november - 18. novemberTrenutno teden
12. november - 18. november
LECTURES:
- Introduction to ANN
- (multi)layared feedforward ANN and (generalized.) delta learning rule
- overview of search algorithms for MLLABS:
- Clustering, attribute evaluation
