Introduction to Data Science

mp4   Hot：810   Size：2.39 GB   Created：2017-08-26 15:16:46   Update：2021-11-12 12:11:00  

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File List

  • 02 Modeling and Machine Learning/005 Linear Regression background.mp4 159 MB
    01 Course Overview/002 Walk-through of a data science project.mp4 46.88 MB
    01 Course Overview/003 Starting with R and data.mp4 93.44 MB
    01 Course Overview/homedata_lesson1_clean.rds 1.38 KB
    01 Course Overview/homedata_lesson1_dirty.rds 1.42 KB
    01 Course Overview/Sec1_Lesson1_Walkthru.Rmd 1.58 KB
    02 Modeling and Machine Learning/001 Mapping Business to Machine Learning Tasks.mp4 45.09 MB
    02 Modeling and Machine Learning/002 Validating Models.mp4 112.59 MB
    02 Modeling and Machine Learning/003 Naive Bayes background.mp4 77.77 MB
    02 Modeling and Machine Learning/004 Naive Bayes practice.mp4 98.19 MB
    01 Course Overview/001 Course Introduction.mp4 27.75 MB
    02 Modeling and Machine Learning/006 Linear Regression practice.mp4 142.75 MB
    02 Modeling and Machine Learning/007 Logistic Regression background.mp4 61.62 MB
    02 Modeling and Machine Learning/008 Logistic Regression practice.mp4 117.33 MB
    02 Modeling and Machine Learning/009 Decision Trees and Random Forest background.mp4 55.96 MB
    02 Modeling and Machine Learning/010 Random Forest practice.mp4 76.62 MB
    02 Modeling and Machine Learning/011 Generalized Additive Models.mp4 58.18 MB
    02 Modeling and Machine Learning/012 Support Vector Machines.mp4 143.36 MB
    02 Modeling and Machine Learning/013 Gradient Boosting.mp4 70.71 MB
    02 Modeling and Machine Learning/014 Regularization for Linear and Logistic Regression.mp4 67.29 MB
    02 Modeling and Machine Learning/015 Evaluating Models.mp4 141.37 MB
    02 Modeling and Machine Learning/Examples.R 3.21 KB
    02 Modeling and Machine Learning/salaryData.rds 12.23 KB
    02 Modeling and Machine Learning/TestTrainExample.Rproj 257 B
    02 Modeling and Machine Learning/TestTrainSplit.Rmd 2.45 KB
    03 Data/001 Loading Data in R.mp4 86.57 MB
    03 Data/002 Visualizing Data.mp4 109.44 MB
    03 Data/003 Missing Values.mp4 99.65 MB
    03 Data/004 The Shape of Data.mp4 141.71 MB
    03 Data/005 Dealing with Categorical Variables.mp4 138.54 MB
    03 Data/006 Useful Data Transformations.mp4 109.89 MB
    04 Moving On/001 Recommended Books.mp4 43.17 MB
    04 Moving On/002 Further Topics.mp4 108.92 MB
    04 Moving On/003 Next Steps.mp4 15.62 MB

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