Udemy - Case Studies in Data Mining with R
File List
| File | Size |
|---|---|
| 12 Prediction Tasks and Models/009 The Prediction Tasks.mp4 | 45.93 MB |
| 12 Prediction Tasks and Models/001 Prelude to Modeling Stock Market Indices.mp4 | 18.73 MB |
| 12 Prediction Tasks and Models/006 Random Forests Review.mp4 | 44.97 MB |
| 12 Prediction Tasks and Models/007 Create Initial Model part 1.mp4 | 64.02 MB |
| 12 Prediction Tasks and Models/005 Decision Trees part 4.mp4 | 46.5 MB |
| 12 Prediction Tasks and Models/002 Decision Trees as Applicable to Case Study Tasks.mp4 | 46.82 MB |
| 12 Prediction Tasks and Models/010 Precision and Recall and Confusion Matrices.mp4 | 47.85 MB |
| 12 Prediction Tasks and Models/011 Neural Network Prediction Technique part 1.mp4 | 72.14 MB |
| 12 Prediction Tasks and Models/003 Decision Trees part 2.mp4 | 60.62 MB |
| 12 Prediction Tasks and Models/004 Decision Trees part 3.mp4 | 64.46 MB |
| 12 Prediction Tasks and Models/008 Create Initial Model part 2.mp4 | 75.5 MB |
| 12 Prediction Tasks and Models/012 Neural Network Prediction Technique part 2.mp4 | 64.81 MB |
| 13 Prediction Models and Support Vector Machines SVMs/004 SVMs Applied to Stock Market Case.mp4 | 51.47 MB |
| 13 Prediction Models and Support Vector Machines SVMs/006 Multivariate Adaptive Regressive Splines.mp4 | 50.8 MB |
| 13 Prediction Models and Support Vector Machines SVMs/008 Two Strategies.mp4 | 47.44 MB |
| 13 Prediction Models and Support Vector Machines SVMs/003 Review Support Vector Machines SVMs using Weather Data part 3.mp4 | 36.2 MB |
| 13 Prediction Models and Support Vector Machines SVMs/007 How Will the Predictions be Used .mp4 | 49.7 MB |
| 13 Prediction Models and Support Vector Machines SVMs/002 Review Support Vector Machines SVMs using Weather Data part 2.mp4 | 47.56 MB |
| 13 Prediction Models and Support Vector Machines SVMs/009 Writing a Simulated Trader Function part 1.mp4 | 50.53 MB |
| 13 Prediction Models and Support Vector Machines SVMs/005 Kernel Functions.mp4 | 40.55 MB |
| 13 Prediction Models and Support Vector Machines SVMs/001 Review Support Vector Machines SVMs using Weather Data part 1.mp4 | 43.34 MB |
| 13 Prediction Models and Support Vector Machines SVMs/011 Evaluating our Simulated Trades.mp4 | 45.56 MB |
| 13 Prediction Models and Support Vector Machines SVMs/010 Writing a Simulated Trader Function part 2.mp4 | 40.69 MB |
| 03 Introduction to Predicting Algae Blooms/001 Predicting Algae Blooms.mp4 | 70.92 MB |
| 03 Introduction to Predicting Algae Blooms/009 Imputation Replace Missing Values through Correlation.mp4 | 85.69 MB |
| 03 Introduction to Predicting Algae Blooms/006 Imputation Dealing with Unknown or Missing Values.mp4 | 80.13 MB |
| 03 Introduction to Predicting Algae Blooms/007 Imputation Removing Rows with Missing Values.mp4 | 57.39 MB |
| 03 Introduction to Predicting Algae Blooms/008 Imputation Replace Missing Values with Central Measures.mp4 | 65.57 MB |
| 03 Introduction to Predicting Algae Blooms/005 Data Visualization Conditioning Plots.mp4 | 60.59 MB |
| 03 Introduction to Predicting Algae Blooms/003 Data Visualization and Summarization Histograms.mp4 | 63.39 MB |
| 03 Introduction to Predicting Algae Blooms/002 Visualizing other Imputations with Lattice Plots.mp4 | 63.75 MB |
| 03 Introduction to Predicting Algae Blooms/004 Data Visualization Boxplot and Identity Plot.mp4 | 48.07 MB |
| 07 Pre-Processing the Data to Apply Methodology/006 Semi-Supervised Techniques.mp4 | 47.79 MB |
| 07 Pre-Processing the Data to Apply Methodology/005 Defining Data Mining Tasks.mp4 | 81.59 MB |
| 07 Pre-Processing the Data to Apply Methodology/008 Lift Charts and Precision Recall Curves.mp4 | 87.05 MB |
| 07 Pre-Processing the Data to Apply Methodology/004 Pre-Processing the Data part 3.mp4 | 91.74 MB |
| 07 Pre-Processing the Data to Apply Methodology/003 Pre-Processing the Data part 2.mp4 | 56.23 MB |
| 07 Pre-Processing the Data to Apply Methodology/002 Pre-Processing the Data part 1.mp4 | 63.08 MB |
| 07 Pre-Processing the Data to Apply Methodology/007 Precision and Recall.mp4 | 54.53 MB |
| 07 Pre-Processing the Data to Apply Methodology/001 Review the Data and the Focus of the Fraudulent Transactions Case.mp4 | 79.02 MB |
| 01 A Brief Introduction to R and RStudio using Scripts/001 Course Overview.mp4 | 7.84 MB |
| 01 A Brief Introduction to R and RStudio using Scripts/013 Data Structures Dataframes part 2.mp4 | 57.03 MB |
| 01 A Brief Introduction to R and RStudio using Scripts/014 Creating New Functions.mp4 | 69.69 MB |
| 01 A Brief Introduction to R and RStudio using Scripts/005 Factors part 1.mp4 | 40.95 MB |
| 01 A Brief Introduction to R and RStudio using Scripts/011 Data Structures Lists.mp4 | 61.81 MB |
| 01 A Brief Introduction to R and RStudio using Scripts/009 Data Structures Matrices and Arrays part 1.mp4 | 42.79 MB |
| 01 A Brief Introduction to R and RStudio using Scripts/010 Data Structures Matrices and Arrays part 2.mp4 | 39.44 MB |
| 01 A Brief Introduction to R and RStudio using Scripts/007 Generating Sequences.mp4 | 84.51 MB |
| 01 A Brief Introduction to R and RStudio using Scripts/004 Data Structures Vectors part 2.mp4 | 47.78 MB |
| 01 A Brief Introduction to R and RStudio using Scripts/002 Introduction to R for Data Mining.mp4 | 87.9 MB |
| 01 A Brief Introduction to R and RStudio using Scripts/012 Data Structures Dataframes part 1.mp4 | 49.3 MB |
| 01 A Brief Introduction to R and RStudio using Scripts/006 Factors part 2.mp4 | 51.89 MB |
| 01 A Brief Introduction to R and RStudio using Scripts/008 Indexing aka Subscripting or Subsetting.mp4 | 41.23 MB |
| 01 A Brief Introduction to R and RStudio using Scripts/003 Data Structures Vectors part 1.mp4 | 43.78 MB |
| 06 Examine the Data in the Fraudulent Transactions Case Study/002 Fraudulent Case Study Introduction.mp4 | 11.17 MB |
| 06 Examine the Data in the Fraudulent Transactions Case Study/005 Continue Exploring the Data.mp4 | 49.26 MB |
| 06 Examine the Data in the Fraudulent Transactions Case Study/001 Exercise Solution from Evaluating and Selecting Models.mp4 | 19.53 MB |
| 06 Examine the Data in the Fraudulent Transactions Case Study/004 Exploring the Data with Eye toward Missingness.mp4 | 63.78 MB |
| 06 Examine the Data in the Fraudulent Transactions Case Study/003 Prelude to Exploring the Data.mp4 | 19.48 MB |
| 05 Evaluating and Selecting Models/004 Setting up K-Fold Evaluation part 2.mp4 | 54.83 MB |
| 05 Evaluating and Selecting Models/003 Setting up K-Fold Evaluation part 1.mp4 | 72.19 MB |
| 05 Evaluating and Selecting Models/008 Predicting from the Models.mp4 | 75.05 MB |
| 05 Evaluating and Selecting Models/009 Comparing the Predictions.mp4 | 66.94 MB |
| 05 Evaluating and Selecting Models/007 Finish Evaluating Models.mp4 | 65.73 MB |
| 05 Evaluating and Selecting Models/001 Alternative Model Evaluation Criteria.mp4 | 76.1 MB |
| 05 Evaluating and Selecting Models/006 Best Model part 2.mp4 | 55.58 MB |
| 05 Evaluating and Selecting Models/002 Introduction to K-Fold Cross-Validation.mp4 | 66.04 MB |
| 05 Evaluating and Selecting Models/005 Best Model part 1.mp4 | 44.43 MB |
| 08 Methodology to Find Outliers Fraudulent Transactions/004 Cumulative Recall Chart.mp4 | 52.34 MB |
| 08 Methodology to Find Outliers Fraudulent Transactions/009 Experimental Methodology to find Outliers part 4.mp4 | 63.94 MB |
| 08 Methodology to Find Outliers Fraudulent Transactions/001 Exercise from Previous Session.mp4 | 12.82 MB |
| 08 Methodology to Find Outliers Fraudulent Transactions/003 Review Lift Charts and Precision Recall Curves.mp4 | 49.27 MB |
| 08 Methodology to Find Outliers Fraudulent Transactions/007 Experimental Methodology to find Outliers part 2.mp4 | 70.71 MB |
| 08 Methodology to Find Outliers Fraudulent Transactions/005 Creating More Functions for the Experimental Methodology.mp4 | 37.96 MB |
| 08 Methodology to Find Outliers Fraudulent Transactions/002 Review Precision and Recall.mp4 | 48.12 MB |
| 08 Methodology to Find Outliers Fraudulent Transactions/006 Experimental Methodology to find Outliers part 1.mp4 | 57.49 MB |
| 08 Methodology to Find Outliers Fraudulent Transactions/010 Experimental Methodology to find Outliers part 5.mp4 | 33.41 MB |
| 08 Methodology to Find Outliers Fraudulent Transactions/008 Experimental Methodology to find Outliers part 3.mp4 | 67.48 MB |
| 02 Inputting and Outputting Data and Text/005 Example Program powers.R.mp4 | 48.33 MB |
| 02 Inputting and Outputting Data and Text/002 Using the scan Function for Input part 2.mp4 | 23.92 MB |
| 02 Inputting and Outputting Data and Text/001 Using the scan Function for Input part 1.mp4 | 25.08 MB |
| 02 Inputting and Outputting Data and Text/003 Using readline, cat and print Functions.mp4 | 44 MB |
| 02 Inputting and Outputting Data and Text/008 Reading and Writing Files part 2.mp4 | 59.2 MB |
| 02 Inputting and Outputting Data and Text/004 Using readLines Function and Text Data.mp4 | 58.48 MB |
| 02 Inputting and Outputting Data and Text/006 Example Program quad2b.R.mp4 | 48.33 MB |
| 02 Inputting and Outputting Data and Text/007 Reading and Writing Files part 1.mp4 | 22.59 MB |
| 10 Sidebar on Boosting/004 Replicating Adaboost using Rpart part 2.mp4 | 83.57 MB |
| 10 Sidebar on Boosting/006 Boosting Exercise.mp4 | 44.8 MB |
| 10 Sidebar on Boosting/002 Boosting Demo Basics using R.mp4 | 51.87 MB |
| 10 Sidebar on Boosting/003 Replicating Adaboost using Rpart Recursive Partitioning Package.mp4 | 73.06 MB |
| 10 Sidebar on Boosting/001 Introduction to Boosting from Rattle course.mp4 | 54.25 MB |
| 10 Sidebar on Boosting/005 Boosting Extensions and Variants.mp4 | 84.89 MB |
| 15 Wrap Up Stock Market Case Study/003 Last Session Wrap-Up part 2.mp4 | 50.07 MB |
| 15 Wrap Up Stock Market Case Study/001 Prologue to Last Session Wrap-Up.mp4 | 69.43 MB |
| 15 Wrap Up Stock Market Case Study/002 Last Session Wrap-Up part 1.mp4 | 60.32 MB |
| 11 Introduction to Stock Market Prediction Case Study/004 Accessing the Data part 1.mp4 | 53.34 MB |
| 11 Introduction to Stock Market Prediction Case Study/010 Defining the Prediction Tasks part 5.mp4 | 42.69 MB |
| 11 Introduction to Stock Market Prediction Case Study/003 Case Study Background and Data part 2.mp4 | 68.39 MB |
| 11 Introduction to Stock Market Prediction Case Study/002 Case Study Background and Data part 1.mp4 | 69.88 MB |
| 11 Introduction to Stock Market Prediction Case Study/001 Introduction to Stock Market Case Study and Materials.mp4 | 14.95 MB |
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