- Basics of numpy
- Initializing a numpy array
- Accessing elements and slicing
- Array Manipulation
- Numpy Arithmetics
- Mulitple Array Manipulation
- Exercise Problems
- MatPlotLib
- Other Useful Numpy Functions
- Pandas Series
- Series Operations
- Pandas Dataframe
- Dataframe Operations
- Handling Missing Values
- Loading and Saving Data
- Handling Missing Values
- Categorical and Textual Data Encoding
- Tfid Count Vectorizer - Textual Data Processing
- Dimensionality Reduction - PCA
- Ensemble method - Random Forest Classifier
- Ensemble method - AdaBoost Classifier
- SVM
- Pipelines
- Hyperparameter Tuning
- Cross Validation