[ DevCourseWeb.com ] Udemy - Data Science - Credit Card Fraud Detection - Model Building
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- ~Get Your Files Here !/07 - Project Files and Code/Project Code/data/creditcard.csv 143.8 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.mp4 61.3 MB
- ~Get Your Files Here !/06 - Model Building and Evaluation/002 Performing cross validation with RepeatedKFold and Model Evaluation.mp4 61.0 MB
- ~Get Your Files Here !/06 - Model Building and Evaluation/009 Hyperparameter Tuning.mp4 35.9 MB
- ~Get Your Files Here !/05 - Model Building – Creating Common Functions/005 Created a common function to fit and predict on a KNN model.mp4 34.7 MB
- ~Get Your Files Here !/06 - Model Building and Evaluation/004 Proceeding with the model which shows the best result till now.mp4 34.1 MB
- ~Get Your Files Here !/06 - Model Building and Evaluation/006 Performing Oversampling with Random Oversampler with StratifiedKFold.mp4 33.7 MB
- ~Get Your Files Here !/06 - Model Building and Evaluation/007 Performing oversampling with SMOTE and Model Evaluation.mp4 33.6 MB
- ~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 !/06 - Model Building and Evaluation/008 Performing oversampling with ADASYN and Model Evaluation.mp4 27.9 MB
- ~Get Your Files Here !/05 - Model Building – Creating Common Functions/001 About Confusion Matrix, Classification Report, AUC-ROC.mp4 27.1 MB
- ~Get Your Files Here !/01 - Introduction and Getting Started/002 High Level Overview of the steps to be performed.mp4 27.0 MB
- ~Get Your Files Here !/05 - Model Building – Creating Common Functions/009 Created a common function to fit and predict on a SVM model.mp4 26.7 MB
- ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/002 Finding correlation and plotting Heat Map.mp4 26.0 MB
- ~Get Your Files Here !/06 - Model Building and Evaluation/005 About Random Oversampler, SMOTE, ADASYN.mp4 24.1 MB
- ~Get Your Files Here !/05 - Model Building – Creating Common Functions/006 Created a common function to fit and predict on a Tree models.mp4 23.7 MB
- ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/001 Checking the class distribution of the target variable.mp4 21.1 MB
- ~Get Your Files Here !/05 - Model Building – Creating Common Functions/003 About Logistic Regression, KNN, Tree, Random Forest, XGBoost, SVM models.mp4 20.3 MB
- ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/003 Performing Feature engineering.mp4 19.5 MB
- ~Get Your Files Here !/01 - Introduction and Getting Started/003 Installing Packages.mp4 19.2 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.mp4 19.1 MB
- ~Get Your Files Here !/02 - Data Understanding & Exploration/003 Understanding the data.mp4 17.1 MB
- ~Get Your Files Here !/06 - Model Building and Evaluation/010 Extracting most important features.mp4 17.1 MB
- ~Get Your Files Here !/05 - Model Building – Creating Common Functions/008 Created a common function to fit and predict on a XGBoost model.mp4 15.2 MB
- ~Get Your Files Here !/06 - Model Building and Evaluation/011 Final Inference.mp4 14.1 MB
- ~Get Your Files Here !/04 - Data Preparation/002 Plotting the distribution of a variable.mp4 13.4 MB
- ~Get Your Files Here !/02 - Data Understanding & Exploration/002 Loading the data from source.mp4 13.1 MB
- ~Get Your Files Here !/06 - Model Building and Evaluation/003 Performing cross validation with StratifiedKFold and Model Evaluation.mp4 11.7 MB
- ~Get Your Files Here !/04 - Data Preparation/001 Train Test Split.mp4 11.3 MB
- ~Get Your Files Here !/06 - Model Building and Evaluation/001 About RepeatedKFold and StratifiedKFold.mp4 7.0 MB
- ~Get Your Files Here !/02 - Data Understanding & Exploration/001 Importing Libraries.mp4 4.9 MB
- ~Get Your Files Here !/01 - Introduction and Getting Started/001 Project Overview.mp4 3.9 MB
- ~Get Your Files Here !/07 - Project Files and Code/Project Code/notebooks/Credit_Card_Fraud_Detection.ipynb 2.1 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 10.3 KB
- ~Get Your Files Here !/06 - Model Building and Evaluation/002 Performing cross validation with RepeatedKFold and Model Evaluation_en.srt 8.8 KB
- ~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 6.7 KB
- ~Get Your Files Here !/05 - Model Building – Creating Common Functions/001 About Confusion Matrix, Classification Report, AUC-ROC_en.srt 6.6 KB
- ~Get Your Files Here !/06 - Model Building and Evaluation/004 Proceeding with the model which shows the best result till now_en.srt 6.4 KB
- ~Get Your Files Here !/05 - Model Building – Creating Common Functions/002 Created a common function to plot confusion matrix_en.srt 6.3 KB
- ~Get Your Files Here !/06 - Model Building and Evaluation/009 Hyperparameter Tuning_en.srt 5.9 KB
- ~Get Your Files Here !/06 - Model Building and Evaluation/006 Performing Oversampling with Random Oversampler with StratifiedKFold_en.srt 5.5 KB
- ~Get Your Files Here !/06 - Model Building and Evaluation/007 Performing oversampling with SMOTE and Model Evaluation_en.srt 5.1 KB
- ~Get Your Files Here !/01 - Introduction and Getting Started/003 Installing Packages_en.srt 5.1 KB
- ~Get Your Files Here !/05 - Model Building – Creating Common Functions/003 About Logistic Regression, KNN, Tree, Random Forest, XGBoost, SVM models_en.srt 5.0 KB
- ~Get Your Files Here !/01 - Introduction and Getting Started/002 High Level Overview of the steps to be performed_en.srt 4.9 KB
- ~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 4.5 KB
- ~Get Your Files Here !/06 - Model Building and Evaluation/008 Performing oversampling with ADASYN and Model Evaluation_en.srt 4.4 KB
- ~Get Your Files Here !/06 - Model Building and Evaluation/003 Performing cross validation with StratifiedKFold and Model Evaluation_en.srt 4.3 KB
- ~Get Your Files Here !/06 - Model Building and Evaluation/005 About Random Oversampler, SMOTE, ADASYN_en.srt 4.3 KB
- ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/001 Checking the class distribution of the target variable_en.srt 4.0 KB
- ~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_en.srt 3.6 KB
- ~Get Your Files Here !/06 - Model Building and Evaluation/011 Final Inference_en.srt 3.4 KB
- ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/003 Performing Feature engineering_en.srt 3.3 KB
- ~Get Your Files Here !/06 - Model Building and Evaluation/010 Extracting most important features_en.srt 2.9 KB
- ~Get Your Files Here !/03 - Data Analysis & Feature Engineering/002 Finding correlation and plotting Heat Map_en.srt 2.9 KB
- ~Get Your Files Here !/04 - Data Preparation/002 Plotting the distribution of a variable_en.srt 2.7 KB
- ~Get Your Files Here !/02 - Data Understanding & Exploration/003 Understanding the data_en.srt 2.4 KB
- ~Get Your Files Here !/02 - Data Understanding & Exploration/002 Loading the data from source_en.srt 2.3 KB
- ~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 2.3 KB
- ~Get Your Files Here !/02 - Data Understanding & Exploration/001 Importing Libraries_en.srt 2.3 KB
- ~Get Your Files Here !/06 - Model Building and Evaluation/001 About RepeatedKFold and StratifiedKFold_en.srt 2.1 KB
- ~Get Your Files Here !/04 - Data Preparation/001 Train Test Split_en.srt 2.0 KB
- ~Get Your Files Here !/01 - Introduction and Getting Started/001 Project Overview_en.srt 1.5 KB
- ~Get Your Files Here !/Bonus Resources.txt 357 bytes
- Get Bonus Downloads Here.url 182 bytes
- ~Get Your Files Here !/07 - Project Files and Code/Project Code/requirements.txt 77 bytes
- ~Get Your Files Here !/07 - Project Files and Code/Project Code/data/Kaggle Link.txt 46 bytes
- ~Get Your Files Here !/07 - Project Files and Code/001 Full Project Code.html 43 bytes
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