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Lecture Notes
Dear Students the Lecture Notes has been uploaded for the following topics:Introduction - Association Rules , Apriori Algorithm - Clustering- K-means , Self-organizing Map - Principal Components, EM Algorithm- Mixtures of Gaussians , Introduction - Single State Case , Model Based Learning , Partially Observable States, Elements of Reinforcement Learning
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Question Bank
Dear Students the Question Bank has been uploaded for the following topics:Machine Learning
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Youtube Video
Dear Students the Youtube Video has been uploaded for the following topics:Deep LearningBayesian Netwok
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Assignment
Assignment topic is Analyze Weather Prediction data set using Unsupervised Machine Learning and due date is 27-11-2023.
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Lecture Notes
Dear Students the Lecture Notes has been uploaded for the following topics:Machine Learning – perspective -Issues , Examples of Machine Learning Applications, Types of Machine Learning –Machine Learning process- preliminaries, testing, Turning data into Probabilities, and Statistics for Machine Learning , Introduction - Linear Models for Regression – Linear Regression Models and Least Squares , Shrinkage Methods – Derived Input Directions , Logistic Regression , Boosting and Additive Trees – Boosting Trees – Regularization – Interpretation – Illustrations, Neural Network Representation – Problems – Perceptron , Back Propagation Algorithms, Multilayer Networks
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Assignment
Assignment topic is Machine Learning Process & Bayes Decision Theory and due date is 05-09-2023.
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Resource Link
Dear Students the Resource Link has been uploaded for the following topics:Bayes TheoryLogistic Regression