This is a repository with assignments on the "Introduction to Machine Learning" course offered at Innopolis University.
Topics from Assignment 1 (see assignment_1.ipynb):
- Linear Regression, Polynomial Regression
- Logistic Regression
- KNN
Topics from assignment_2_ann.ipynb:
- ANN to solve classification problem
Topics from assignment_2_cnn.ipynb:
- CNN for image classification
- Early Stopping, Data augmentation
Topics from assignment_2_dt.ipynb:
- Decision Tree
- Random Forest
Topics for an Extra task (see extra_task.ipynb):
- K-means++ Algorithm
- Elbow method, PCA