Study Group

Semestr letni 2020/2021

Topic 1: k-NN Classifier

Lecture: MIT OCW lecture on youtube

Code: knn_numpy.py

Code in pure Python: knn_pure_python.py

Data generator: data_processing.py

Topic 2: Identification Trees

Lecture: MIT OCW lecture on youtube

Code: trees.py

Topic 3: Principal Component Analysis

Lecture: MIT OCW lecture on youtube

Article: Towards Data Science article

Code: pca.py

Topic 4: Singular Value Decomposition

Lecture: MIT OCW lecture on youtube

Lecture: Elementary youtube video

Article: Towards Data Science article

Code: SVD.py

Topic 5: Genetic algorithms

Lecture: MIT OCW lecture on youtube

Code: genetic.py

Code is using custom library for visualisation included in package animator

Topic 6: Support Vector Machines

Lecture: MIT OCW lecture on youtube

Article: Towards Data Science article

Article: Scholar article

Article: Towards Data Science article

Notes: Our one-page notes in PDF

Topic 7: Naive Bayes Classifier

Lecture: MIT OCW lecture on youtube part 1 part 2