Subject Details
Dept     : CSE
Sem      : 5
Regul    : R2019
Faculty : Devi
phone  : NIL
E-mail  : devi.g.cse@snsct.org
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  • Resource Link

    Dear Students the Resource Link has been uploaded for the following topics:
    Reinforcement learning

  • Youtube Video

    Dear Students the Youtube Video has been uploaded for the following topics:
    Self Organizing Map

  • Lecture Notes

    Dear Students the Lecture Notes has been uploaded for the following topics:
    Introduction - Association Rules ,
    Apriori Algorithm - Clustering- K-means ,
    EM Algorithm- Mixtures of Gaussians ,
    Curves and Surfaces – Independent Component Analysis,
    Self-organizing Map - Principal Components,
    Introduction - Single State Case ,
    Elements of Reinforcement Learning,
    Temporal Difference Learning–Generalization,
    Model Based Learning

  • Lecture Notes

    Dear Students the Lecture Notes has been uploaded for the following topics:
    Boosting and Additive Trees – Boosting Trees – Regularization – Interpretation – Illustrations,
    Boosting and Additive Trees – Boosting Trees – Regularization – Interpretation – Illustrations,
    Neural Networks – Fitting Neural Network - Bayesian Neural Net,
    Neural Network Representation – Problems – Perceptron ,
    Multilayer Networks ,
    Back Propagation Algorithms,
    Introduction - Linear Models for Regression – Linear Regression Models and Least Squares

  • Question Bank

    Dear Students the Question Bank has been uploaded for the following topics:
    2 marks

  • 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 ,
    Machine Learning algorithms,
    Turning data into Probabilities, and Statistics for Machine Learning ,
    Probability theory -Bayesian Decision Theory

  • Lecture Notes

    Dear Students the Lecture Notes has been uploaded for the following topics:
    Introduction - Linear Models for Regression – Linear Regression Models and Least Squares ,
    Subset Selection

  • Lecture Notes

    Dear Students the Lecture Notes has been uploaded for the following topics:
    Examples of Machine Learning Applications

  • Question Bank

    Dear Students the Question Bank has been uploaded for the following topics:
    2 marks,
    2 marks