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[ ] Udemy - Data Science - Credit Card Fraud Detection - Model Building

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  • 文件大小:884MB
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文件列表

  1. ~Get Your Files Here !/07 - Project Files and Code/Project Code/data/creditcard.csv 144MB
  2. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/004 Created a common function to fit and predict on a Logistic Regression model.mp4 61MB
  3. ~Get Your Files Here !/06 - Model Building and Evaluation/002 Performing cross validation with RepeatedKFold and Model Evaluation.mp4 61MB
  4. ~Get Your Files Here !/06 - Model Building and Evaluation/009 Hyperparameter Tuning.mp4 36MB
  5. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/005 Created a common function to fit and predict on a KNN model.mp4 35MB
  6. ~Get Your Files Here !/06 - Model Building and Evaluation/004 Proceeding with the model which shows the best result till now.mp4 34MB
  7. ~Get Your Files Here !/06 - Model Building and Evaluation/006 Performing Oversampling with Random Oversampler with StratifiedKFold.mp4 34MB
  8. ~Get Your Files Here !/06 - Model Building and Evaluation/007 Performing oversampling with SMOTE and Model Evaluation.mp4 34MB
  9. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/002 Created a common function to plot confusion matrix.mp4 33MB
  10. ~Get Your Files Here !/06 - Model Building and Evaluation/008 Performing oversampling with ADASYN and Model Evaluation.mp4 28MB
  11. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/001 About Confusion Matrix, Classification Report, AUC-ROC.mp4 27MB
  12. ~Get Your Files Here !/01 - Introduction and Getting Started/002 High Level Overview of the steps to be performed.mp4 27MB
  13. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/009 Created a common function to fit and predict on a SVM model.mp4 27MB
  14. ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/002 Finding correlation and plotting Heat Map.mp4 26MB
  15. ~Get Your Files Here !/06 - Model Building and Evaluation/005 About Random Oversampler, SMOTE, ADASYN.mp4 24MB
  16. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/006 Created a common function to fit and predict on a Tree models.mp4 24MB
  17. ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/001 Checking the class distribution of the target variable.mp4 21MB
  18. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/003 About Logistic Regression, KNN, Tree, Random Forest, XGBoost, SVM models.mp4 20MB
  19. ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/003 Performing Feature engineering.mp4 20MB
  20. ~Get Your Files Here !/01 - Introduction and Getting Started/003 Installing Packages.mp4 19MB
  21. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/007 Created a common function to fit and predict on a Random Forest model.mp4 19MB
  22. ~Get Your Files Here !/02 - Data Understanding & Exploration/003 Understanding the data.mp4 17MB
  23. ~Get Your Files Here !/06 - Model Building and Evaluation/010 Extracting most important features.mp4 17MB
  24. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/008 Created a common function to fit and predict on a XGBoost model.mp4 15MB
  25. ~Get Your Files Here !/06 - Model Building and Evaluation/011 Final Inference.mp4 14MB
  26. ~Get Your Files Here !/04 - Data Preparation/002 Plotting the distribution of a variable.mp4 13MB
  27. ~Get Your Files Here !/02 - Data Understanding & Exploration/002 Loading the data from source.mp4 13MB
  28. ~Get Your Files Here !/06 - Model Building and Evaluation/003 Performing cross validation with StratifiedKFold and Model Evaluation.mp4 12MB
  29. ~Get Your Files Here !/04 - Data Preparation/001 Train Test Split.mp4 11MB
  30. ~Get Your Files Here !/06 - Model Building and Evaluation/001 About RepeatedKFold and StratifiedKFold.mp4 7MB
  31. ~Get Your Files Here !/02 - Data Understanding & Exploration/001 Importing Libraries.mp4 5MB
  32. ~Get Your Files Here !/01 - Introduction and Getting Started/001 Project Overview.mp4 4MB
  33. ~Get Your Files Here !/07 - Project Files and Code/Project Code/notebooks/Credit_Card_Fraud_Detection.ipynb 2MB
  34. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/004 Created a common function to fit and predict on a Logistic Regression model_en.srt 10KB
  35. ~Get Your Files Here !/06 - Model Building and Evaluation/002 Performing cross validation with RepeatedKFold and Model Evaluation_en.srt 9KB
  36. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/005 Created a common function to fit and predict on a KNN model_en.srt 7KB
  37. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/001 About Confusion Matrix, Classification Report, AUC-ROC_en.srt 7KB
  38. ~Get Your Files Here !/06 - Model Building and Evaluation/004 Proceeding with the model which shows the best result till now_en.srt 6KB
  39. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/002 Created a common function to plot confusion matrix_en.srt 6KB
  40. ~Get Your Files Here !/06 - Model Building and Evaluation/009 Hyperparameter Tuning_en.srt 6KB
  41. ~Get Your Files Here !/06 - Model Building and Evaluation/006 Performing Oversampling with Random Oversampler with StratifiedKFold_en.srt 5KB
  42. ~Get Your Files Here !/06 - Model Building and Evaluation/007 Performing oversampling with SMOTE and Model Evaluation_en.srt 5KB
  43. ~Get Your Files Here !/01 - Introduction and Getting Started/003 Installing Packages_en.srt 5KB
  44. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/003 About Logistic Regression, KNN, Tree, Random Forest, XGBoost, SVM models_en.srt 5KB
  45. ~Get Your Files Here !/01 - Introduction and Getting Started/002 High Level Overview of the steps to be performed_en.srt 5KB
  46. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/009 Created a common function to fit and predict on a SVM model_en.srt 4KB
  47. ~Get Your Files Here !/06 - Model Building and Evaluation/008 Performing oversampling with ADASYN and Model Evaluation_en.srt 4KB
  48. ~Get Your Files Here !/06 - Model Building and Evaluation/003 Performing cross validation with StratifiedKFold and Model Evaluation_en.srt 4KB
  49. ~Get Your Files Here !/06 - Model Building and Evaluation/005 About Random Oversampler, SMOTE, ADASYN_en.srt 4KB
  50. ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/001 Checking the class distribution of the target variable_en.srt 4KB
  51. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/006 Created a common function to fit and predict on a Tree models_en.srt 4KB
  52. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/007 Created a common function to fit and predict on a Random Forest model_en.srt 4KB
  53. ~Get Your Files Here !/06 - Model Building and Evaluation/011 Final Inference_en.srt 3KB
  54. ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/003 Performing Feature engineering_en.srt 3KB
  55. ~Get Your Files Here !/06 - Model Building and Evaluation/010 Extracting most important features_en.srt 3KB
  56. ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/002 Finding correlation and plotting Heat Map_en.srt 3KB
  57. ~Get Your Files Here !/04 - Data Preparation/002 Plotting the distribution of a variable_en.srt 3KB
  58. ~Get Your Files Here !/02 - Data Understanding & Exploration/003 Understanding the data_en.srt 2KB
  59. ~Get Your Files Here !/02 - Data Understanding & Exploration/002 Loading the data from source_en.srt 2KB
  60. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/008 Created a common function to fit and predict on a XGBoost model_en.srt 2KB
  61. ~Get Your Files Here !/02 - Data Understanding & Exploration/001 Importing Libraries_en.srt 2KB
  62. ~Get Your Files Here !/06 - Model Building and Evaluation/001 About RepeatedKFold and StratifiedKFold_en.srt 2KB
  63. ~Get Your Files Here !/04 - Data Preparation/001 Train Test Split_en.srt 2KB
  64. ~Get Your Files Here !/01 - Introduction and Getting Started/001 Project Overview_en.srt 2KB
  65. ~Get Your Files Here !/Bonus Resources.txt 357B
  66. Get Bonus Downloads Here.url 182B
  67. ~Get Your Files Here !/07 - Project Files and Code/Project Code/requirements.txt 77B
  68. ~Get Your Files Here !/07 - Project Files and Code/Project Code/data/Kaggle Link.txt 46B
  69. ~Get Your Files Here !/07 - Project Files and Code/001 Full Project Code.html 43B