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Machine Learning Classification Algorithms using MATLAB - 859MB

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  • Saadedin
    Thread Author
    Administrator
    • Sep 2018 
    • 35987 
    • 18,819 
    • 2,851 


    Machine Learning Classification Algorithms using MATLAB

    Learn to Implement Classification Algorithms In One of the Most Power Tool used by Scientists and Engineer




    Machine Learning Classification Algorithms using MATLAB
    MP4 | Video: AVC 1280x720 | Audio: AAC 44KHz 2ch | Duration: 7 Hours | Lec: 60 | 913 MB
    Genre: eLearning | Language: English



    Basic Course Description
    This course is designed to cover one of the most interesting areas of machine learning called classification. I will take you step-by-step in this course and will first cover the basics of MATLAB. Following that we will look into the details of how to use different machine learning algorithms using MATLAB. Specifically, we will be looking at the MATLAB toolbox called statistic and machine learning toolbox.We will implement some of the most commonly used classification algorithms such as K-Nearest Neighbor, Naive Bayes, Discriminant Analysis, Decision Tress, Support Vector Machines, Error Correcting Ouput Codes and Ensembles. Following that we will be looking at how to cross validate these models and how to evaluate their performances. Intuition into the classification algorithms is also included so that a person with no mathematical background can still comprehend the esesential ideas. The following are the course outlines.

    Sgement 1: Instructor and Course Introduction
    Segment 2: MATLAB Crash Course
    Segment 3: Grabbing and Importing Dataset
    Segment 4: K-Nearest Neighbor
    Segment 5: Naive Bayes
    Segment 6: Decision Trees
    Segment 7: Discriminant Analysis
    Segment 8: Support Vector Machines
    Segment 9: Error Correcting Ouput Codes
    Segment 10: Classification with Ensembles
    Segment 11: Validation Methods
    Segment 12: Evaluating Performance
    At the end of this course,
    You can confidently implement machine learning algorithms using MATLAB.
    You can perform meaningful analysis on the data.


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  • brakha
    Free membership
    • Apr 2020 

    #2
    السلام عليكم
    بارك الله فيك

    ممكن تضع اسم المستخدم و كلمة السر للتحميل؟

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