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    Quick Facts

    Medium Of InstructionsMode Of LearningMode Of Delivery
    EnglishSelf StudyVideo and Text Based

    Courses and Certificate Fees

    Fees InformationsCertificate AvailabilityCertificate Providing Authority
    INR 2436yesCoursera

    The fees for the course Machine Learning Basics is -

    HeadAmount in INR
    Certificate FeesRs. 2,436

     


    The Syllabus

    Videos
    • Let’s talk about machine learning
    • Supervised Learning, Unsupervised Learning, Reinforcement Learning
    • Overfitting vs. Generalization, model evaluation
    Readings
    • A to Z of AI/Machine Learning 1
    • A to Z of AI/Machine Learning 2
    • A to Z of AI/Machine Learning 3
    Assignments
    • Quiz 1
    • Quiz 2
    • Quiz 3

    Videos
    • How k-NN works
    • Weight factors, kernels for the k-NN
    • k-NN Classification implementations
    Readings
    • kNN introduction
    • kNN curse of Dimensionality
    • kNN Distance Measures
    Assignments
    • Quiz 1
    • Quiz 2
    • Quiz 3

    Videos
    • Problem definition and solution in LR
    • Additive Linear model
    • Implementation of linear regression
    Readings
    • Simple linear regression
    • Tests and intervals
    • Multiple Linear Regression
    Assignments
    • Quiz 1
    • Quiz 2
    • Quiz 3

    Videos
    • What is a good model?
    • Logistic regression as a Linear classifier 
    • Implementation of logistic regression
    Readings
    • The Logit and Logistic Transformations
    • Residual Diagnostics Report
    • Example 2 – Subset Selection
    Assignments
    • Quiz 1
    • Quiz 2
    • Quiz 3
    • Final Test

    Articles

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