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pipeline interface pipelines parameter selection recursive feature elimination iterative feature selection model-based feature selection univariate statistics automatic feature selection univariate nonlinear transform polynomial features interactions discretization binning onehotencoder get_dummies one hot encoding categorical values engineering features representing features feature engineering dbscan clustering agglomerative clustering k-means clustering clustering manifold learning - tsne non negative matrix factorizat eigen faces - feature extract principal component analysis manifold learning feature extraction dimensionality reduction effect of preprocessing transformations using scaling types of scaling in ml scaling preprocessing challenges in unsupervised ml types unsupervised ml unsupervised machine learning uncertainty estimates weaknesses of supervised ml strengths of supervised ml hyperparameters support vector machines gradient boosting algorithms random forests ensembles of decision trees decision trees naive bayes algorithm logistic regression lasso regression ridge regression linear regression k-nearest neighbors overfitting underfitting generalization regression classification classification example - iris tools and libraries for ml python distributions for ml importance of python in ml importance of data types of machine learning prerequisites of ml history of ml machine learning cyber security exams cyber security jobs cyber security path career security cyber procedure oriented programming pop vs oop pop oop object oriented programming introduction to c++ evolution of c++ disadvantages of oops difference between c and c++ advantages of oops scope of access specifiers parameterized constructors overloading member function objects nested class destructors defining member function declaring objects constructors classes in c++ class characteristics of constructor and destructor application with constructor access specifiers try specifying exceptions multiple catch statements catch throw principles of exception handling exception handling linked lists with templates templates vs macros bubble sort using function templates overloading of template function normal function templates definition of class templates need for templates generic programming using templates templates virtual destructor rules for virtual function virtual functions binding in c++ polymorphisms binding pointer to base class pointer to derived classes this pointer pointer object pointer to class pointer declaration features of pointers pointer disadvantages of inheritance advantages of inheritance abstract classes object as a class member virtual base classes types of inheritance reusability inheritance rules for overloading operators overloading assignment operator operator return type overloading unary operator operator keyword keyword overloading operator overloading