Machine Learning with Python Training (beginner to advanced) | Data Science Online Course by Udemy

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Machine Learning with Python Training (beginner to advanced)

Machine Learning with Python – Course Syllabus1. Introduction to Machine LearningWhat is Machine Learning?Need for Machine LearningWhy & When to Make Machines Learn?Challenges in Machines LearningApplication of Machine Learning2. Types of Machine LearningTypes of Machine Learning a) Supervised learning b) Unsupervised learning c) Reinforcement learningDifference between Supervised and Unsupervised learningSummary3. Components of Python ML EcosystemUsing Pre-packaged Python Distribution: AnacondaJupyter NotebookNumPyPandasScikit-learn4. Regression Analysis (Part-I)Regression AnalysisLinear RegressionExamples on Linear Regressionscikit-learn library to implement simple linear regression5. Regression Analysis (Part-II)Multiple Linear RegressionExamples on Multiple Linear RegressionPolynomial RegressionExamples on Polynomial Regression6. Classification (Part-I)What is ClassificationClassification Terminologies in Machine LearningTypes of Learner in ClassificationLogistic RegressionExample on Logistic Regression7. Classification (Part-II)What is KNN?How does the KNN algorithm work?How do you decide the number of neighbors in KNN?Implementation of KNN classifierWhat is a Decision Tree?Implementation of Decision TreeSVM and its implementation8. Clustering (Part-I)What is Clustering?Applications of ClusteringClustering AlgorithmsK-Means ClusteringHow does K-Means Clustering work?K-Means Clustering algorithm example9. Clustering (Part-II)Hierarchical ClusteringAgglomerative Hierarchical clustering and how does it workWoking of Dendrogram in Hierarchical clusteringImplementation of Agglomerative Hierarchical Clustering10. Association Rule LearningAssociation Rule LearningApriori algorithmWorking of Apriori algorithmImplementation of Apriori algorithm11. Recommender SystemsIntroduction to Recommender SystemsContent-based FilteringHow Content-based Filtering workCollaborative FilteringImplementation of Movie Recommender System

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