Machine Learning - Projects Not my images ;) (no copyrights) 0. Python ML libraries 0.1 NumPy 0.2 SciPy 0.3 Pandas 1. Data preprocessing 1.1 Data splitting 1.2 Feature scaling 1.3 Replacing missing values (averaging, deleting) 1.4 One hot encoding (categorical data) 1.5 Label Encoding 2. Supervised Learning 2.1 Regression 2.2 Classification 3. Unsupervised Learning 3.1 Clustering 3.2 Dimension Reduction 3.3 Association Rules 4. Reinforcement Learning 5. Deep Learning (DL) 6. Natural Language Processing (NLP) 7. Model selection 8. Hyperparameter tuning (optimization)