machine_learning

Machine Learning

The solutions of coding tasks in this folder are upon request to Hao Li (Professorship Big Geospatial Data Management, TUM)

Assignment 1 - Linear_Polynominal

includes the exercises on operations using sklearn libraray.

• LinearRegression model
• Train_test_split method
• Cross_val_score

Assignment 2 - Logistic_Regression

includes the exercises on operations using sklearn libraray.

• Train_test_split method
• Logistic_regression model
• Confusion_matrix

Assignment 3 - Clustering and Classification

includes the exercises on operations using sklearn, pandas and matplotlib libraray.

• KMeans model
• K-Means algorithm
• K-Medoids and DBSCAN models

Assignment 4 - Machine Learning Classifier

includes the exercises on operations using sklearn, pandas and matplotlib libraray.

• Support Vector Machine model
• Linear, Polynomial and RBF in SVM algorithm
• svm_kernels