[ DevCourseWeb Com ] Udemy - Data Science - Credit Card Fraud Detection - Model Building
File List
| File | Size |
|---|---|
| Get Bonus Downloads Here.url | 182 B |
| ~Get Your Files Here !/01 - Introduction and Getting Started/001 Project Overview.mp4 | 3.94 MB |
| ~Get Your Files Here !/01 - Introduction and Getting Started/001 Project Overview_en.srt | 1.52 KB |
| ~Get Your Files Here !/01 - Introduction and Getting Started/002 High Level Overview of the steps to be performed.mp4 | 27.05 MB |
| ~Get Your Files Here !/01 - Introduction and Getting Started/002 High Level Overview of the steps to be performed_en.srt | 4.95 KB |
| ~Get Your Files Here !/01 - Introduction and Getting Started/003 Installing Packages.mp4 | 19.17 MB |
| ~Get Your Files Here !/01 - Introduction and Getting Started/003 Installing Packages_en.srt | 5.09 KB |
| ~Get Your Files Here !/02 - Data Understanding & Exploration/001 Importing Libraries.mp4 | 4.93 MB |
| ~Get Your Files Here !/02 - Data Understanding & Exploration/001 Importing Libraries_en.srt | 2.25 KB |
| ~Get Your Files Here !/02 - Data Understanding & Exploration/002 Loading the data from source.mp4 | 13.14 MB |
| ~Get Your Files Here !/02 - Data Understanding & Exploration/002 Loading the data from source_en.srt | 2.35 KB |
| ~Get Your Files Here !/02 - Data Understanding & Exploration/003 Understanding the data.mp4 | 17.1 MB |
| ~Get Your Files Here !/02 - Data Understanding & Exploration/003 Understanding the data_en.srt | 2.39 KB |
| ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/001 Checking the class distribution of the target variable.mp4 | 21.07 MB |
| ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/001 Checking the class distribution of the target variable_en.srt | 4 KB |
| ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/002 Finding correlation and plotting Heat Map.mp4 | 26.04 MB |
| ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/002 Finding correlation and plotting Heat Map_en.srt | 2.89 KB |
| ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/003 Performing Feature engineering.mp4 | 19.53 MB |
| ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/003 Performing Feature engineering_en.srt | 3.26 KB |
| ~Get Your Files Here !/04 - Data Preparation/001 Train Test Split.mp4 | 11.29 MB |
| ~Get Your Files Here !/04 - Data Preparation/001 Train Test Split_en.srt | 2.05 KB |
| ~Get Your Files Here !/04 - Data Preparation/002 Plotting the distribution of a variable.mp4 | 13.42 MB |
| ~Get Your Files Here !/04 - Data Preparation/002 Plotting the distribution of a variable_en.srt | 2.67 KB |
| ~Get Your Files Here !/05 - Model Building – Creating Common Functions/001 About Confusion Matrix, Classification Report, AUC-ROC.mp4 | 27.07 MB |
| ~Get Your Files Here !/05 - Model Building – Creating Common Functions/001 About Confusion Matrix, Classification Report, AUC-ROC_en.srt | 6.57 KB |
| ~Get Your Files Here !/05 - Model Building – Creating Common Functions/002 Created a common function to plot confusion matrix.mp4 | 33.3 MB |
| ~Get Your Files Here !/05 - Model Building – Creating Common Functions/002 Created a common function to plot confusion matrix_en.srt | 6.25 KB |
| ~Get Your Files Here !/05 - Model Building – Creating Common Functions/003 About Logistic Regression, KNN, Tree, Random Forest, XGBoost, SVM models.mp4 | 20.29 MB |
| ~Get Your Files Here !/05 - Model Building – Creating Common Functions/003 About Logistic Regression, KNN, Tree, Random Forest, XGBoost, SVM models_en.srt | 4.97 KB |
| ~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 | 61.35 MB |
| ~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 | 10.28 KB |
| ~Get Your Files Here !/05 - Model Building – Creating Common Functions/005 Created a common function to fit and predict on a KNN model.mp4 | 34.74 MB |
| ~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 | 6.72 KB |
| ~Get Your Files Here !/05 - Model Building – Creating Common Functions/006 Created a common function to fit and predict on a Tree models.mp4 | 23.73 MB |
| ~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 | 3.9 KB |
| ~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 | 19.07 MB |
| ~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 | 3.57 KB |
| ~Get Your Files Here !/05 - Model Building – Creating Common Functions/008 Created a common function to fit and predict on a XGBoost model.mp4 | 15.17 MB |
| ~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 | 2.32 KB |
| ~Get Your Files Here !/05 - Model Building – Creating Common Functions/009 Created a common function to fit and predict on a SVM model.mp4 | 26.67 MB |
| ~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 | 4.45 KB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/001 About RepeatedKFold and StratifiedKFold.mp4 | 7.02 MB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/001 About RepeatedKFold and StratifiedKFold_en.srt | 2.06 KB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/002 Performing cross validation with RepeatedKFold and Model Evaluation.mp4 | 60.96 MB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/002 Performing cross validation with RepeatedKFold and Model Evaluation_en.srt | 8.79 KB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/003 Performing cross validation with StratifiedKFold and Model Evaluation.mp4 | 11.65 MB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/003 Performing cross validation with StratifiedKFold and Model Evaluation_en.srt | 4.31 KB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/004 Proceeding with the model which shows the best result till now.mp4 | 34.08 MB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/004 Proceeding with the model which shows the best result till now_en.srt | 6.44 KB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/005 About Random Oversampler, SMOTE, ADASYN.mp4 | 24.07 MB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/005 About Random Oversampler, SMOTE, ADASYN_en.srt | 4.28 KB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/006 Performing Oversampling with Random Oversampler with StratifiedKFold.mp4 | 33.73 MB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/006 Performing Oversampling with Random Oversampler with StratifiedKFold_en.srt | 5.49 KB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/007 Performing oversampling with SMOTE and Model Evaluation.mp4 | 33.62 MB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/007 Performing oversampling with SMOTE and Model Evaluation_en.srt | 5.13 KB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/008 Performing oversampling with ADASYN and Model Evaluation.mp4 | 27.89 MB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/008 Performing oversampling with ADASYN and Model Evaluation_en.srt | 4.41 KB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/009 Hyperparameter Tuning.mp4 | 35.85 MB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/009 Hyperparameter Tuning_en.srt | 5.95 KB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/010 Extracting most important features.mp4 | 17.09 MB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/010 Extracting most important features_en.srt | 2.93 KB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/011 Final Inference.mp4 | 14.14 MB |
| ~Get Your Files Here !/06 - Model Building and Evaluation/011 Final Inference_en.srt | 3.36 KB |
| ~Get Your Files Here !/07 - Project Files and Code/001 Full Project Code.html | 43 B |
| ~Get Your Files Here !/07 - Project Files and Code/Project Code/data/Kaggle Link.txt | 46 B |
| ~Get Your Files Here !/07 - Project Files and Code/Project Code/data/creditcard.csv | 143.84 MB |
| ~Get Your Files Here !/07 - Project Files and Code/Project Code/notebooks/Credit_Card_Fraud_Detection.ipynb | 2.11 MB |
| ~Get Your Files Here !/07 - Project Files and Code/Project Code/requirements.txt | 77 B |
| ~Get Your Files Here !/Bonus Resources.txt | 357 B |
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