- Extract features from categorical variables, text, and images
- Solve real-world problems using machine learning techniques
- Exploit the power of Python to handle data extraction, manipulation, and exploration techniques
- Implement machine learning classification and regression algorithms from scratch in Python
- Dive deep into the world of analytics to predict situations correctly
- Predict the values of continuous variables
- Classify documents and images using logistic regression and support vector machines
- Create ensembles of estimators using bagging and boosting techniques
- Evaluate the performance of machine learning systems in common tasks

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