Machine Learning


Bachelor: 2h/week course and 2h/week laboratory, Summer semester
Lecturer: Sorin Grigorescu
Laboratory: Cosmin Ginerica, Bogdan Trasnea
Language: Romanian

Results 04.06.2018: Examen SAI 06_09_2017


Lab Description Lab Materials Code Training Data Test Data
1 Introduction details - -
2 Linear Algebra details - -
3 Linear Regression details ex3x.txt, ex3y.txt -
4 Logistic Regression details,, ex4x.txt, ex4y.txt -
5 Naive Bayes details train-labels.txt,train-features-full.txt test-labels.txt,test-features-full.txt
6 Neural Networks Representation details
7 Neural Networks Learning details nand_sum.txt nand_sum_test.txt
8 Convolutional Neural Networks details train-images-idx3-ubyte.gz, train-labels-idx1-ubyte.gz t10k-images-idx3-ubyte.gz, t10k-labels-idx1-ubyte.gz
9 Clustering details lab09-data.txt lab09-data-test.txt
10 Principle Component Analysis details


Written and practical exam at the end of the semester.