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