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Pluralsight - Data Mining Algorithms in SSAS, Excel, and R

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Pluralsight - Data Mining Algorithms in SSAS, Excel, and R

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种子哈希:e28bff341d4ba02136f411163f093a39daa71c68
文件大小:636.73M
已经下载:2037次
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收录时间:2017-02-11
最近下载:2025-09-02

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文件列表

  • 01 Introduction to Data Mining/01 01 Introduction and Modules.mp4 7.0 MB
  • 01 Introduction to Data Mining/01 02 Assumptions and Overview.mp4 2.9 MB
  • 01 Introduction to Data Mining/01 03 What Is Data Mining.mp4 5.8 MB
  • 01 Introduction to Data Mining/01 04 Data Mining Types and Tasks.mp4 8.3 MB
  • 01 Introduction to Data Mining/01 05 Demo - SQL Server Queries.mp4 6.9 MB
  • 01 Introduction to Data Mining/01 06 Demo - SSRS Report.mp4 8.0 MB
  • 01 Introduction to Data Mining/01 07 Virtuous Cycle and CRISP Model.mp4 6.9 MB
  • 01 Introduction to Data Mining/01 08 Data Flow.mp4 5.7 MB
  • 01 Introduction to Data Mining/01 09 Types of Analyses and SQL Server Tools.mp4 8.0 MB
  • 01 Introduction to Data Mining/01 10 Demo - SSAS Cube.mp4 23.5 MB
  • 01 Introduction to Data Mining/01 11 Demo - Data Mining Model.mp4 17.1 MB
  • 01 Introduction to Data Mining/01 12 Excel Tools and R.mp4 8.2 MB
  • 01 Introduction to Data Mining/01 13 Summary.mp4 3.1 MB
  • 02 Naive Bayes and Decision Trees/02 01 Introduction.mp4 1.3 MB
  • 02 Naive Bayes and Decision Trees/02 02 Naive Bayes Prior.mp4 9.8 MB
  • 02 Naive Bayes and Decision Trees/02 03 Naive Bayes Posterior.mp4 8.7 MB
  • 02 Naive Bayes and Decision Trees/02 04 Example and Usage.mp4 5.5 MB
  • 02 Naive Bayes and Decision Trees/02 05 Demo - Naive Bayes in SSAS.mp4 16.7 MB
  • 02 Naive Bayes and Decision Trees/02 06 Demo - Naive Bayes in Excel.mp4 12.8 MB
  • 02 Naive Bayes and Decision Trees/02 07 Demo - Naive Bayes in R.mp4 20.4 MB
  • 02 Naive Bayes and Decision Trees/02 08 Decision Trees.mp4 7.3 MB
  • 02 Naive Bayes and Decision Trees/02 09 Decision Trees Example.mp4 6.3 MB
  • 02 Naive Bayes and Decision Trees/02 10 Decision Trees Example and Usage.mp4 9.6 MB
  • 02 Naive Bayes and Decision Trees/02 11 Demo - Decision Trees in SSAS.mp4 10.4 MB
  • 02 Naive Bayes and Decision Trees/02 12 Demo - Decision Trees in Excel.mp4 7.0 MB
  • 02 Naive Bayes and Decision Trees/02 13 Demo - Decision Trees in R.mp4 6.0 MB
  • 02 Naive Bayes and Decision Trees/02 14 Summary.mp4 1.9 MB
  • 03 Linear Regression, Regression Trees, and Support Vector Machines/03 01 Introduction.mp4 1.6 MB
  • 03 Linear Regression, Regression Trees, and Support Vector Machines/03 02 Linear Regression.mp4 9.2 MB
  • 03 Linear Regression, Regression Trees, and Support Vector Machines/03 03 Regression Trees.mp4 4.6 MB
  • 03 Linear Regression, Regression Trees, and Support Vector Machines/03 04 Usage for Estimation.mp4 4.5 MB
  • 03 Linear Regression, Regression Trees, and Support Vector Machines/03 05 Demo - Estimation in SSAS.mp4 17.6 MB
  • 03 Linear Regression, Regression Trees, and Support Vector Machines/03 06 Demo - Estimation in Excel.mp4 7.4 MB
  • 03 Linear Regression, Regression Trees, and Support Vector Machines/03 07 Demo - Estimation in R.mp4 7.9 MB
  • 03 Linear Regression, Regression Trees, and Support Vector Machines/03 08 Support Vector Machines.mp4 5.5 MB
  • 03 Linear Regression, Regression Trees, and Support Vector Machines/03 09 Support Vector Machines Usage.mp4 4.9 MB
  • 03 Linear Regression, Regression Trees, and Support Vector Machines/03 10 Demo - Support Vector Machines in R.mp4 9.2 MB
  • 03 Linear Regression, Regression Trees, and Support Vector Machines/03 11 Summary.mp4 1.7 MB
  • 04 Linear Regression, Neural Network, and Models Evaluation/04 01 Introduction.mp4 1.7 MB
  • 04 Linear Regression, Neural Network, and Models Evaluation/04 02 Neural Network.mp4 6.0 MB
  • 04 Linear Regression, Neural Network, and Models Evaluation/04 03 Backpropagation and Logistic Regression.mp4 8.4 MB
  • 04 Linear Regression, Neural Network, and Models Evaluation/04 04 Usage.mp4 3.7 MB
  • 04 Linear Regression, Neural Network, and Models Evaluation/04 05 Demo - Neural Network and Logistic Regression in SSAS.mp4 10.1 MB
  • 04 Linear Regression, Neural Network, and Models Evaluation/04 06 Demo - Logistic Regression in Excel.mp4 8.8 MB
  • 04 Linear Regression, Neural Network, and Models Evaluation/04 07 Demo - Neural Network and Logistic Regression in R.mp4 14.5 MB
  • 04 Linear Regression, Neural Network, and Models Evaluation/04 08 Training and Test Sets.mp4 5.0 MB
  • 04 Linear Regression, Neural Network, and Models Evaluation/04 09 Lift and Profit Chart.mp4 5.8 MB
  • 04 Linear Regression, Neural Network, and Models Evaluation/04 10 Classification Matrix and Cross Validation.mp4 11.4 MB
  • 04 Linear Regression, Neural Network, and Models Evaluation/04 11 Demo - Evaluating Predictive Models.mp4 18.2 MB
  • 04 Linear Regression, Neural Network, and Models Evaluation/04 12 Summary.mp4 2.3 MB
  • 05 Time Series/05 01 Introduction.mp4 1.2 MB
  • 05 Time Series/05 02 Time Series Data Preparation.mp4 11.2 MB
  • 05 Time Series/05 03 Time Points Standardization.mp4 11.6 MB
  • 05 Time Series/05 04 ART and ARTXP.mp4 3.8 MB
  • 05 Time Series/05 05 Moving Averages, Lag, and Difference.mp4 8.0 MB
  • 05 Time Series/05 06 ARIMA.mp4 6.3 MB
  • 05 Time Series/05 07 Demo - Time Series in Excel.mp4 4.4 MB
  • 05 Time Series/05 08 ARIMA in R.mp4 10.2 MB
  • 05 Time Series/05 09 Which Algorithm Is Better.mp4 9.7 MB
  • 05 Time Series/05 10 Evaluation and Usage.mp4 4.8 MB
  • 05 Time Series/05 11 Demo - Time Series in SSAS.mp4 15.7 MB
  • 05 Time Series/05 12 Summary.mp4 2.5 MB
  • 06 Clustering/06 01 Introduction.mp4 1.3 MB
  • 06 Clustering/06 02 Clustering and Hierarchical Methods.mp4 6.2 MB
  • 06 Clustering/06 03 Hierarchical Methods and Dendrogram.mp4 3.8 MB
  • 06 Clustering/06 04 Demo - Hierarchical Clustering in R.mp4 7.2 MB
  • 06 Clustering/06 05 K-Means Clustering.mp4 9.3 MB
  • 06 Clustering/06 06 Expectation-Maximization Clustering.mp4 7.1 MB
  • 06 Clustering/06 07 Clustering Usage.mp4 5.0 MB
  • 06 Clustering/06 08 Demo - Expectation-Maximization Clustering in SSAS.mp4 12.0 MB
  • 06 Clustering/06 09 Demo - Finding Outliers in Excel.mp4 7.1 MB
  • 06 Clustering/06 10 Summary.mp4 3.0 MB
  • 07 Association Rules and Sequence Clustering/07 01 Introduction.mp4 1.5 MB
  • 07 Association Rules and Sequence Clustering/07 02 Association Rules and Support.mp4 4.1 MB
  • 07 Association Rules and Sequence Clustering/07 03 Confidence and Importance.mp4 10.7 MB
  • 07 Association Rules and Sequence Clustering/07 04 Demo - Association Rules in SSAS.mp4 15.0 MB
  • 07 Association Rules and Sequence Clustering/07 05 Demo - Association Rules in Excel.mp4 6.2 MB
  • 07 Association Rules and Sequence Clustering/07 06 Demo - Association Rules in R.mp4 12.5 MB
  • 07 Association Rules and Sequence Clustering/07 07 Sequence Clustering.mp4 4.4 MB
  • 07 Association Rules and Sequence Clustering/07 08 Markov Chains.mp4 3.9 MB
  • 07 Association Rules and Sequence Clustering/07 09 MS Algorithm and Usage.mp4 5.5 MB
  • 07 Association Rules and Sequence Clustering/07 10 Demo - Sequence Clustering in SSAS.mp4 21.1 MB
  • 07 Association Rules and Sequence Clustering/07 11 Summary.mp4 2.4 MB
  • Exercise Files/Exercise Files.zip 23.6 MB

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