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Udemy - Case Studies in Data Mining with R
magnet:?xt=urn:btih:d4460cc83bb95b053d06d53a6e360247e38875dc&dn=Udemy - Case Studies in Data Mining with R
磁力链接详情
Hash值:
d4460cc83bb95b053d06d53a6e360247e38875dc
点击数:
178
文件大小:
7.14 GB
文件数量:
130
创建日期:
2017-2-8 19:41
最后访问:
2024-7-28 04:03
访问标签:
Udemy
-
Case
Studies
in
Data
Mining
with
R
文件列表详情
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
11 Introduction to Stock Market Prediction Case Study/005 Accessing the Data part 2.mp4 43.16 MB
11 Introduction to Stock Market Prediction Case Study/007 Defining the Prediction Tasks part 2.mp4 75.3 MB
11 Introduction to Stock Market Prediction Case Study/009 Defining the Prediction Tasks part 4.mp4 43.73 MB
11 Introduction to Stock Market Prediction Case Study/006 Defining the Prediction Tasks part 1.mp4 63.1 MB
11 Introduction to Stock Market Prediction Case Study/008 Defining the Prediction Tasks part 3.mp4 59.8 MB
04 Obtaining Prediction Models/003 Examine Alternative Regression Models.mp4 104.96 MB
04 Obtaining Prediction Models/005 Strategy for Pruning Trees.mp4 64.89 MB
04 Obtaining Prediction Models/002 Creating Prediction Models.mp4 106.77 MB
04 Obtaining Prediction Models/001 Read in Data Files.mp4 78 MB
04 Obtaining Prediction Models/004 Regression Trees.mp4 95.94 MB
09 The Data Mining Tasks to Find the Fraudulent Transactions/003 Review of Fraud Case part 3.mp4 55.21 MB
09 The Data Mining Tasks to Find the Fraudulent Transactions/001 Review of Fraud Case part 1.mp4 58.71 MB
09 The Data Mining Tasks to Find the Fraudulent Transactions/005 Local Outlier Factors.mp4 67.57 MB
09 The Data Mining Tasks to Find the Fraudulent Transactions/004 Baseline Boxplot Rule.mp4 38.57 MB
09 The Data Mining Tasks to Find the Fraudulent Transactions/009 SMOTE and Naive Bayes part 2.mp4 51.6 MB
09 The Data Mining Tasks to Find the Fraudulent Transactions/007 Supervised and Unsupervised Approaches.mp4 74.09 MB
09 The Data Mining Tasks to Find the Fraudulent Transactions/002 Review of Fraud Case part 2.mp4 56.72 MB
09 The Data Mining Tasks to Find the Fraudulent Transactions/008 SMOTE and Naive Bayes part 1.mp4 61.38 MB
09 The Data Mining Tasks to Find the Fraudulent Transactions/006 Plotting Everything.mp4 49.78 MB
14 Model Evaluation and Selection/001 Quick Review of Case Study Support Vector Machines SVMs.mp4 55.98 MB
14 Model Evaluation and Selection/010 Continue Evaluating part 2.mp4 62.74 MB
14 Model Evaluation and Selection/005 So What Approach is Recommended .mp4 47.52 MB
14 Model Evaluation and Selection/004 Why You Cannot Randomly Resample Records.mp4 44.75 MB
14 Model Evaluation and Selection/011 Continue Evaluating part 3.mp4 54.33 MB
14 Model Evaluation and Selection/003 Evaluating Policy One and Policy Two.mp4 48.91 MB
14 Model Evaluation and Selection/006 Experimental Model Comparisons part 1.mp4 57.08 MB
14 Model Evaluation and Selection/008 Set Up Ranksystems.mp4 78.29 MB
14 Model Evaluation and Selection/002 Begin Evaluating Models.mp4 71.81 MB
14 Model Evaluation and Selection/009 Continue Evaluating part 1.mp4 55.79 MB
14 Model Evaluation and Selection/007 Experimental Model Comparisons part 2.mp4 62.74 MB
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