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


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File Size:   905.45 MB
Creat Time:   2024-05-31
Active Degree:   37
Last Active:   2024-09-01
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Tags:    DevCourseWeb com Udemy - Data Science - Credit Card Fraud Detection - Model Building
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File List

  1. ~Get Your Files Here !/07 - Project Files and Code/Project Code/data/creditcard.csv 147.29 MB
  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 62.82 MB
  3. ~Get Your Files Here !/06 - Model Building and Evaluation/002 Performing cross validation with RepeatedKFold and Model Evaluation.mp4 62.42 MB
  4. ~Get Your Files Here !/06 - Model Building and Evaluation/009 Hyperparameter Tuning.mp4 36.71 MB
  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 35.57 MB
  6. ~Get Your Files Here !/06 - Model Building and Evaluation/004 Proceeding with the model which shows the best result till now.mp4 34.89 MB
  7. ~Get Your Files Here !/06 - Model Building and Evaluation/006 Performing Oversampling with Random Oversampler with StratifiedKFold.mp4 34.54 MB
  8. ~Get Your Files Here !/06 - Model Building and Evaluation/007 Performing oversampling with SMOTE and Model Evaluation.mp4 34.43 MB
  9. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/002 Created a common function to plot confusion matrix.mp4 34.10 MB
  10. ~Get Your Files Here !/06 - Model Building and Evaluation/008 Performing oversampling with ADASYN and Model Evaluation.mp4 28.56 MB
  11. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/001 About Confusion Matrix, Classification Report, AUC-ROC.mp4 27.72 MB
  12. ~Get Your Files Here !/01 - Introduction and Getting Started/002 High Level Overview of the steps to be performed.mp4 27.70 MB
  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 27.31 MB
  14. ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/002 Finding correlation and plotting Heat Map.mp4 26.67 MB
  15. ~Get Your Files Here !/06 - Model Building and Evaluation/005 About Random Oversampler, SMOTE, ADASYN.mp4 24.64 MB
  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 24.30 MB
  17. ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/001 Checking the class distribution of the target variable.mp4 21.58 MB
  18. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/003 About Logistic Regression, KNN, Tree, Random Forest, XGBoost, SVM models.mp4 20.77 MB
  19. ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/003 Performing Feature engineering.mp4 19.99 MB
  20. ~Get Your Files Here !/01 - Introduction and Getting Started/003 Installing Packages.mp4 19.62 MB
  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 19.53 MB
  22. ~Get Your Files Here !/02 - Data Understanding & Exploration/003 Understanding the data.mp4 17.51 MB
  23. ~Get Your Files Here !/06 - Model Building and Evaluation/010 Extracting most important features.mp4 17.50 MB
  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 15.54 MB
  25. ~Get Your Files Here !/06 - Model Building and Evaluation/011 Final Inference.mp4 14.48 MB
  26. ~Get Your Files Here !/04 - Data Preparation/002 Plotting the distribution of a variable.mp4 13.74 MB
  27. ~Get Your Files Here !/02 - Data Understanding & Exploration/002 Loading the data from source.mp4 13.46 MB
  28. ~Get Your Files Here !/06 - Model Building and Evaluation/003 Performing cross validation with StratifiedKFold and Model Evaluation.mp4 11.93 MB
  29. ~Get Your Files Here !/04 - Data Preparation/001 Train Test Split.mp4 11.56 MB
  30. ~Get Your Files Here !/06 - Model Building and Evaluation/001 About RepeatedKFold and StratifiedKFold.mp4 7.19 MB
  31. ~Get Your Files Here !/02 - Data Understanding & Exploration/001 Importing Libraries.mp4 5.05 MB
  32. ~Get Your Files Here !/01 - Introduction and Getting Started/001 Project Overview.mp4 4.03 MB
  33. ~Get Your Files Here !/07 - Project Files and Code/Project Code/notebooks/Credit_Card_Fraud_Detection.ipynb 2.16 MB
  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 10 KB
  35. ~Get Your Files Here !/06 - Model Building and Evaluation/002 Performing cross validation with RepeatedKFold and Model Evaluation_en.srt 9 KB
  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 6 KB
  37. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/001 About Confusion Matrix, Classification Report, AUC-ROC_en.srt 6 KB
  38. ~Get Your Files Here !/06 - Model Building and Evaluation/004 Proceeding with the model which shows the best result till now_en.srt 6 KB
  39. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/002 Created a common function to plot confusion matrix_en.srt 6 KB
  40. ~Get Your Files Here !/06 - Model Building and Evaluation/009 Hyperparameter Tuning_en.srt 6 KB
  41. ~Get Your Files Here !/06 - Model Building and Evaluation/006 Performing Oversampling with Random Oversampler with StratifiedKFold_en.srt 5 KB
  42. ~Get Your Files Here !/06 - Model Building and Evaluation/007 Performing oversampling with SMOTE and Model Evaluation_en.srt 5 KB
  43. ~Get Your Files Here !/01 - Introduction and Getting Started/003 Installing Packages_en.srt 5 KB
  44. ~Get Your Files Here !/05 - Model Building – Creating Common Functions/003 About Logistic Regression, KNN, Tree, Random Forest, XGBoost, SVM models_en.srt 5 KB
  45. ~Get Your Files Here !/01 - Introduction and Getting Started/002 High Level Overview of the steps to be performed_en.srt 5 KB
  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 4 KB
  47. ~Get Your Files Here !/06 - Model Building and Evaluation/008 Performing oversampling with ADASYN and Model Evaluation_en.srt 4 KB
  48. ~Get Your Files Here !/06 - Model Building and Evaluation/003 Performing cross validation with StratifiedKFold and Model Evaluation_en.srt 4 KB
  49. ~Get Your Files Here !/06 - Model Building and Evaluation/005 About Random Oversampler, SMOTE, ADASYN_en.srt 4 KB
  50. ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/001 Checking the class distribution of the target variable_en.srt 4 KB

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