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Artificial Intelligence

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    • Category : Engineering > Computer Science
    • Keyword : AI,Artificial ,Artificial Intelligence,bigdata,dataprocessing
    • Taught by : Sangkyun Lee
    • Created By : Hanyang University
    • Offered By : KOCW
    • Date Added : 2019.10.08

    In this lecturewe study machine learningwhich is a central part of the artificial intelligence study nowdaysat an introductory levelWe will discuss fundamental ideas in machine learningsuch as perceptronneural networkslogistic regressionSVMkernelizaiondecision treesk-NNPCAand cluteringWe also study how to use these techniques in PythonSome practical problems on sentiment and image analysis problems will be discussed as well.

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Number of lessons: 22 facebook twitter line whatsapp kakaotalk

차시별 강의
No Contents Type & Play Subject Description URL
1. Type weblink Subject Description
  • Learning from data
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2. Type weblink Subject Description
  • Perceptron Algorithm
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3. Type weblink Subject Description
  • Perceptron model learning
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4. Type weblink Subject Description
  • Perceptron
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5. Type weblink Subject Description
  • Scikit-learn
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6. Type weblink Subject Description
  • Logistic Regression
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7. Type weblink Subject Description
  • Support Vector Machine
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8. Type weblink Subject Description
  • Information Gain
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9. Type weblink Subject Description
  • Dealing with missing data
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10. Type weblink Subject Description
  • K-nearest neighbors
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11. Type weblink Subject Description
  • Supervised data compression via linear discriminant analysis
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12. Type weblink Subject Description
  • Principal component anlysis
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13. Type weblink Subject Description
  • Model evaluation an dhyperparameter tuning
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14. Type weblink Subject Description
  • Ensemble learning 1
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15. Type weblink Subject Description
  • Ensemble learning 2
Url
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16. Type weblink Subject Description
  • Sentiment analysis
Url
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17. Type weblink Subject Description
  • Sentiment analysis and regression
Url
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18. Type weblink Subject Description
  • Regression analysis 1
Url
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19. Type weblink Subject Description
  • Regression analysis 2
Url
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20. Type weblink Subject Description
  • Clustering
Url
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21. Type weblink Subject Description
  • Image recognition 1
Url
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22. Type weblink Subject Description
  • Image recognition 2
Url
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