Recreating Sololearn Machine Learning course in Jupyter Notebook.
Sololearn Data Science course
- basic concepts of ML
- basics of numpy
- basics of pandas
- basics of matplotlib
Logistic Regression Classification with
- Titanic Survival dataset
- Breast Cancer dataset
Evaluating the Logistic Regression Model with
- Evaluation matrices
- ROC curves
- K-fold cross evaluation
- Model Comparison
Interpreting Titanic Survival Dataset by
- Understanding information gain
- Building Decision Trees
- Learning pruning techniques
- Learning grid search cross validation
Random Forest Classification optimization with
- Grid search
- Elbow graph
- Feature importance
Multi-Layer Perceptron Classification with
- Artificial dataset
- MNIST handwritten digit dataset
- Visualization