365 Data Science - Credit Risk Modeling in Python [CoursesGhar]

Creation Time	Feb. 20, 2024, 11:50 p.m.
Last Access Time	Dec. 2, 2024, 3:44 a.m.
File Size	1.2 GB
Keywords	Risk Python Science - Credit in Modeling 365 Data CoursesGhar
Total Requests	25
Total Files	68
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1. Introduction/1. What is credit risk and why is it important.mp4 55.1 MB
9. PD model monitoring/2. Population stability index - preprocessing.mp4 52.5 MB
1. Introduction/2. Expected loss (EL) and its components - PD, LGD and EAD.mp4 46.0 MB
13. Calculating expected loss/1. Calculating expected loss.mp4 45.6 MB
6. PD model estimation/4. Build a logistic regression model with p-values..mp4 41.8 MB
8. Applying the PD model for decision making/2. Creating a scorecard.mp4 40.2 MB
5. PD model_ data preparation/13. Data preparation. Preprocessing continuous variables - creating dummies (Part 2).mp4 38.0 MB
5. PD model_ data preparation/14. Data preparation. Preprocessing continuous variables - creating dummies (Part 3).mp4 36.1 MB
5. PD model_ data preparation/10. Data preparation. Preprocessing discrete variables - creating dummies (Part 2).mp4 34.8 MB
9. PD model monitoring/3. Population stability index - calculation and interpretation.mp4 32.9 MB
1. Introduction/5. Different facility types (asset classes) and credit risk modeling approaches.mp4 32.2 MB
1. Introduction/4. Basel II approaches - SA, F-IRB, and A-IRB.mp4 29.7 MB
8. Applying the PD model for decision making/5. Setting cut-offs.mp4 29.7 MB
4. General preprocessing/2. Preprocessing few continuous variables.mp4 29.7 MB
7. PD model validation (test)/2. Evaluation of model performance - accuracy and area under the curve (AUC).mp4 25.1 MB
7. PD model validation (test)/3. Evaluation of model performance - Gini and Kolmogorov-Smirnov..mp4 23.3 MB
5. PD model_ data preparation/8. Data preparation. Preprocessing discrete variables - visualizing results.mp4 22.7 MB
6. PD model estimation/1. The PD model. Logistic regression with dummy variables.mp4 20.3 MB
5. PD model_ data preparation/5. Data preparation. Splitting data.mp4 20.3 MB
7. PD model validation (test)/1. Out-of-sample validation (test)..mp4 20.1 MB
5. PD model_ data preparation/11. Data preparation. Preprocessing continuous variables - automating calculations.mp4 19.4 MB
3. Dataset description/2. Dependent variables and independent variables.mp4 19.1 MB
4. General preprocessing/3. Preprocessing few discrete variables.mp4 18.8 MB
10. LGD and EAD models/1. LGD and EAD models - independent variables.mp4 18.0 MB
5. PD model_ data preparation/9. Data Preparation. Preprocessing Discrete Variables - Creating Dummies (Part 1).mp4 17.8 MB
12. EAD model/1. EAD model estimation and interpretation.mp4 17.6 MB
5. PD model_ data preparation/6. Data preparation. An example.mp4 17.5 MB
11. LGD model/2. LGD model - testing the model.mp4 16.9 MB
5. PD model_ data preparation/7. Data preparation. Preprocessing discrete variables - automating calculations.mp4 16.2 MB
4. General preprocessing/1. Importing the data into Python.mp4 16.1 MB
5. PD model_ data preparation/3. Fine classing, weight of evidence, and coarse classing.mp4 15.7 MB
6. PD model estimation/2. Loading the data and selecting the features.mp4 15.7 MB
1. Introduction/3. Capital adequacy, regulations, and the Basel II accord.mp4 15.4 MB
8. Applying the PD model for decision making/3. Calculating credit score.mp4 14.7 MB
11. LGD model/5. LGD model - stage 2 – linear regression.mp4 14.7 MB
5. PD model_ data preparation/12. Data preparation. Preprocessing continuous variables - creating dummies (Part 1).mp4 14.5 MB
3. Dataset description/1. Our example - consumer loans. A first look at the dataset.mp4 14.0 MB
10. LGD and EAD models/3. LGD and EAD models - distribution of recovery rates and credit conversion factors.mp4 14.0 MB
10. LGD and EAD models/2. LGD and EAD models - dependent variables.mp4 13.9 MB
8. Applying the PD model for decision making/1. Calculating probability of default for a single customer.mp4 13.3 MB
5. PD model_ data preparation/4. Information value.mp4 12.8 MB
11. LGD model/3. LGD model - estimating the accuracy of the model.mp4 12.3 MB
5. PD model_ data preparation/2. Dependent variable - Good_ Bad (default) definition.mp4 12.3 MB
5. PD model_ data preparation/1. How is the PD model going to look like.mp4 12.0 MB
5. PD model_ data preparation/15. Data preparation. Preprocessing the test dataset.mp4 11.7 MB
6. PD model estimation/5. Interpreting the coefficients in the PD model.mp4 11.3 MB
9. PD model monitoring/1. PD model monitoring via assessing population stability.mp4 10.6 MB
12. EAD model/2. EAD model validation.mp4 10.4 MB
11. LGD model/6. LGD model - stage 2 – linear regression evaluation.mp4 9.6 MB
4. General preprocessing/4. Check for missing values and clean.mp4 9.4 MB
2. Setting up the working environment/2. Why Python and why Jupyter.mp4 9.4 MB
11. LGD model/7. LGD model - combining stage 1 and stage 2.mp4 9.2 MB
6. PD model estimation/3. PD model estimation.mp4 9.0 MB
2. Setting up the working environment/5. Jupyter Dashboard - Part 2.mp4 8.8 MB
11. LGD model/1. LGD model - preparing the inputs.mp4 8.8 MB
11. LGD model/4. LGD model - saving the model.mp4 7.9 MB
2. Setting up the working environment/3. Installing Anaconda.mp4 7.8 MB
8. Applying the PD model for decision making/4. From credit score to PD.mp4 7.3 MB
2. Setting up the working environment/4. Jupyter Dashboard - Part 1.mp4 4.1 MB
2. Setting up the working environment/6. Installing the sklearn package.mp4 3.4 MB
2. Setting up the working environment/1. Setting up the environment - Do not skip, please!.mp4 1.9 MB
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