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Hands-on Machine Learning
An excellent training about Data Science
Machine Learning made Easy: Unsupervised & Supervised ML
The course covers Machine Learning in exhaustive way. The presentations and hands-on practical are made such that it’s made easy. The knowledge gained through this tutorial series can be applied to various real world scenarios. UnSupervised Learning and Supervised Learning are dealt in-detail with lots of bonus topics. The course contents are given below: Introduction to Machine LearningIntroductions to Deep LearningInstallationsUnsupervised LearningClustering, AssociationAgglomerative, Hands-onDBSCAN, Hands-onMean Shift, Hands-onK Means, Hands-onAssociation Rules, Hands-on(PCA: Principal Component Analysis)Supervised LearningRegression, ClassificationTrain Test Split, Hands-onk Nearest Neighbors, Hands-onkNN Algo ImplementationSupport Vector Machine (SVM), Hands-onSupport Vector Regression (SVR), Hands-onSVM (non linear svm params), Hands-onSVM kernel trick, Hands-onSVM mathematicsLinear Regression, Hands-onGradient Descent overviewOne Hot Encoding (Dummy vars)One Hot Encoding with Linear Regr, Hands-onInfo about Datasets
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