Subject Details
Dept     : ECE
Sem      : 5
Regul    : 2019
Faculty : Arun Kumar.N
phone  : 9688070556
E-mail  : arunkumar.n.ece@snsct.org
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  • Lecture Notes

    Dear Students the Lecture Notes has been uploaded for the following topics:
    Regression: Linear Regression,Parametric Models,
    Multivariate Regression ,
    Classification: Bayesian Decision Theory parametric and non-parametric methods,
    Multivariate Classification- Logistic Regression,
    K-Nearest Neighbor classifier,
    Decision Tree based methods for classification & Regression ,
    Ensemble methods,
    Introduction & Clustering,
    K-means clustering,
    EM algorithm,
    Hierarchical Clustering,
    Principal Component Analysis,
    Probabilistic PCA

  • Lecture Notes

    Dear Students the Lecture Notes has been uploaded for the following topics:
    Hierarchical Clustering,
    The Brain and The Neuron,
    Neural Networks,
    Perceptron-Training the perceptron,
    Perceptron Learning Algorithm,
    Multilayer Perceptron,
    Back Propagation -Dimensionality Reduction.,
    Convolutional Networks,
    Recurrent Neural Networks,
    Bidirectional RNNs,
    Deep Recurrent Networks,
    Recursive Neural Networks,
    Applications – Speech Recognition

  • Lecture Notes

    Dear Students the Lecture Notes has been uploaded for the following topics:
    Definition of learning systems,
    Goals and applications of machine learning,
    Types of Machine Learning,
    Machine Learning Process,
    Terminology,
    Weight Space,
    The Curse of Dimensionality,
    Testing Machine Learning Algorithms

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