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

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视频 2017-4-16 18:27 2024-10-31 00:36 210 614.2 MB 83
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文件列表
  1. 01 Introduction to Data Mining/01 01 Introduction and Modules.mp46.7MB
  2. 01 Introduction to Data Mining/01 02 Assumptions and Overview.mp42.77MB
  3. 01 Introduction to Data Mining/01 03 What Is Data Mining.mp45.51MB
  4. 01 Introduction to Data Mining/01 04 Data Mining Types and Tasks.mp47.87MB
  5. 01 Introduction to Data Mining/01 05 Demo - SQL Server Queries.mp46.58MB
  6. 01 Introduction to Data Mining/01 06 Demo - SSRS Report.mp47.63MB
  7. 01 Introduction to Data Mining/01 07 Virtuous Cycle and CRISP Model.mp46.54MB
  8. 01 Introduction to Data Mining/01 08 Data Flow.mp45.47MB
  9. 01 Introduction to Data Mining/01 09 Types of Analyses and SQL Server Tools.mp47.64MB
  10. 01 Introduction to Data Mining/01 10 Demo - SSAS Cube.mp422.41MB
  11. 01 Introduction to Data Mining/01 11 Demo - Data Mining Model.mp416.31MB
  12. 01 Introduction to Data Mining/01 12 Excel Tools and R.mp47.85MB
  13. 01 Introduction to Data Mining/01 13 Summary.mp42.92MB
  14. 02 Naive Bayes and Decision Trees/02 01 Introduction.mp41.22MB
  15. 02 Naive Bayes and Decision Trees/02 02 Naive Bayes Prior.mp49.36MB
  16. 02 Naive Bayes and Decision Trees/02 03 Naive Bayes Posterior.mp48.32MB
  17. 02 Naive Bayes and Decision Trees/02 04 Example and Usage.mp45.25MB
  18. 02 Naive Bayes and Decision Trees/02 05 Demo - Naive Bayes in SSAS.mp415.97MB
  19. 02 Naive Bayes and Decision Trees/02 06 Demo - Naive Bayes in Excel.mp412.25MB
  20. 02 Naive Bayes and Decision Trees/02 07 Demo - Naive Bayes in R.mp419.41MB
  21. 02 Naive Bayes and Decision Trees/02 08 Decision Trees.mp47MB
  22. 02 Naive Bayes and Decision Trees/02 09 Decision Trees Example.mp45.99MB
  23. 02 Naive Bayes and Decision Trees/02 10 Decision Trees Example and Usage.mp49.14MB
  24. 02 Naive Bayes and Decision Trees/02 11 Demo - Decision Trees in SSAS.mp49.93MB
  25. 02 Naive Bayes and Decision Trees/02 12 Demo - Decision Trees in Excel.mp46.71MB
  26. 02 Naive Bayes and Decision Trees/02 13 Demo - Decision Trees in R.mp45.69MB
  27. 02 Naive Bayes and Decision Trees/02 14 Summary.mp41.84MB
  28. 03 Linear Regression, Regression Trees, and Support Vector Machines/03 01 Introduction.mp41.54MB
  29. 03 Linear Regression, Regression Trees, and Support Vector Machines/03 02 Linear Regression.mp48.74MB
  30. 03 Linear Regression, Regression Trees, and Support Vector Machines/03 03 Regression Trees.mp44.35MB
  31. 03 Linear Regression, Regression Trees, and Support Vector Machines/03 04 Usage for Estimation.mp44.28MB
  32. 03 Linear Regression, Regression Trees, and Support Vector Machines/03 05 Demo - Estimation in SSAS.mp416.75MB
  33. 03 Linear Regression, Regression Trees, and Support Vector Machines/03 06 Demo - Estimation in Excel.mp47.05MB
  34. 03 Linear Regression, Regression Trees, and Support Vector Machines/03 07 Demo - Estimation in R.mp47.56MB
  35. 03 Linear Regression, Regression Trees, and Support Vector Machines/03 08 Support Vector Machines.mp45.28MB
  36. 03 Linear Regression, Regression Trees, and Support Vector Machines/03 09 Support Vector Machines Usage.mp44.64MB
  37. 03 Linear Regression, Regression Trees, and Support Vector Machines/03 10 Demo - Support Vector Machines in R.mp48.81MB
  38. 03 Linear Regression, Regression Trees, and Support Vector Machines/03 11 Summary.mp41.58MB
  39. 04 Linear Regression, Neural Network, and Models Evaluation/04 01 Introduction.mp41.62MB
  40. 04 Linear Regression, Neural Network, and Models Evaluation/04 02 Neural Network.mp45.73MB
  41. 04 Linear Regression, Neural Network, and Models Evaluation/04 03 Backpropagation and Logistic Regression.mp48.04MB
  42. 04 Linear Regression, Neural Network, and Models Evaluation/04 04 Usage.mp43.48MB
  43. 04 Linear Regression, Neural Network, and Models Evaluation/04 05 Demo - Neural Network and Logistic Regression in SSAS.mp49.68MB
  44. 04 Linear Regression, Neural Network, and Models Evaluation/04 06 Demo - Logistic Regression in Excel.mp48.35MB
  45. 04 Linear Regression, Neural Network, and Models Evaluation/04 07 Demo - Neural Network and Logistic Regression in R.mp413.87MB
  46. 04 Linear Regression, Neural Network, and Models Evaluation/04 08 Training and Test Sets.mp44.77MB
  47. 04 Linear Regression, Neural Network, and Models Evaluation/04 09 Lift and Profit Chart.mp45.54MB
  48. 04 Linear Regression, Neural Network, and Models Evaluation/04 10 Classification Matrix and Cross Validation.mp410.83MB
  49. 04 Linear Regression, Neural Network, and Models Evaluation/04 11 Demo - Evaluating Predictive Models.mp417.34MB
  50. 04 Linear Regression, Neural Network, and Models Evaluation/04 12 Summary.mp42.22MB
  51. 05 Time Series/05 01 Introduction.mp41.16MB
  52. 05 Time Series/05 02 Time Series Data Preparation.mp410.64MB
  53. 05 Time Series/05 03 Time Points Standardization.mp411.04MB
  54. 05 Time Series/05 04 ART and ARTXP.mp43.64MB
  55. 05 Time Series/05 05 Moving Averages, Lag, and Difference.mp47.66MB
  56. 05 Time Series/05 06 ARIMA.mp46.04MB
  57. 05 Time Series/05 07 Demo - Time Series in Excel.mp44.2MB
  58. 05 Time Series/05 08 ARIMA in R.mp49.76MB
  59. 05 Time Series/05 09 Which Algorithm Is Better.mp49.27MB
  60. 05 Time Series/05 10 Evaluation and Usage.mp44.55MB
  61. 05 Time Series/05 11 Demo - Time Series in SSAS.mp414.93MB
  62. 05 Time Series/05 12 Summary.mp42.42MB
  63. 06 Clustering/06 01 Introduction.mp41.25MB
  64. 06 Clustering/06 02 Clustering and Hierarchical Methods.mp45.93MB
  65. 06 Clustering/06 03 Hierarchical Methods and Dendrogram.mp43.66MB
  66. 06 Clustering/06 04 Demo - Hierarchical Clustering in R.mp46.89MB
  67. 06 Clustering/06 05 K-Means Clustering.mp48.85MB
  68. 06 Clustering/06 06 Expectation-Maximization Clustering.mp46.8MB
  69. 06 Clustering/06 07 Clustering Usage.mp44.76MB
  70. 06 Clustering/06 08 Demo - Expectation-Maximization Clustering in SSAS.mp411.45MB
  71. 06 Clustering/06 09 Demo - Finding Outliers in Excel.mp46.79MB
  72. 06 Clustering/06 10 Summary.mp42.87MB
  73. 07 Association Rules and Sequence Clustering/07 01 Introduction.mp41.47MB
  74. 07 Association Rules and Sequence Clustering/07 02 Association Rules and Support.mp43.86MB
  75. 07 Association Rules and Sequence Clustering/07 03 Confidence and Importance.mp410.18MB
  76. 07 Association Rules and Sequence Clustering/07 04 Demo - Association Rules in SSAS.mp414.29MB
  77. 07 Association Rules and Sequence Clustering/07 05 Demo - Association Rules in Excel.mp45.9MB
  78. 07 Association Rules and Sequence Clustering/07 06 Demo - Association Rules in R.mp411.93MB
  79. 07 Association Rules and Sequence Clustering/07 07 Sequence Clustering.mp44.23MB
  80. 07 Association Rules and Sequence Clustering/07 08 Markov Chains.mp43.71MB
  81. 07 Association Rules and Sequence Clustering/07 09 MS Algorithm and Usage.mp45.21MB
  82. 07 Association Rules and Sequence Clustering/07 10 Demo - Sequence Clustering in SSAS.mp420.14MB
  83. 07 Association Rules and Sequence Clustering/07 11 Summary.mp42.34MB
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