[GigaCourse.Com] Udemy - Credit Risk Modeling in Python 2022

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0. Websites you may like/[CourseClub.Me].url

122 B

0. Websites you may like/[GigaCourse.Com].url

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1 - Introduction/1 - What does the course cover English.vtt

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1 - Introduction/1 - What does the course cover French.vtt

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1 - Introduction/1 - What does the course cover.mp4

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1 - Introduction/1 - What is credit risk and why is it important.html

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1 - Introduction/2 - Expected loss EL and its components PD LGD and EAD.html

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1 - Introduction/2 - What is credit risk and why is it important English.vtt

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1 - Introduction/2 - What is credit risk and why is it important French.vtt

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1 - Introduction/2 - What is credit risk and why is it important.mp4

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1 - Introduction/3 - Capital adequacy regulations and the Basel II accord.html

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1 - Introduction/3 - Expected loss EL and its components PD LGD and EAD English.vtt

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1 - Introduction/3 - Expected loss EL and its components PD LGD and EAD French.vtt

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1 - Introduction/3 - Expected loss EL and its components PD LGD and EAD.mp4

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1 - Introduction/4 - Basel II approaches SA FIRB and AIRB.html

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1 - Introduction/4 - Capital adequacy regulations and the Basel II accord English.vtt

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1 - Introduction/4 - Capital adequacy regulations and the Basel II accord French.vtt

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1 - Introduction/4 - Capital adequacy regulations and the Basel II accord.mp4

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1 - Introduction/5 - Basel II approaches SA F English.vtt

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1 - Introduction/5 - Basel II approaches SA F French.vtt

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1 - Introduction/5 - Basel II approaches SA F.mp4

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1 - Introduction/5 - Different facility types asset classes and credit risk modeling approaches.html

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1 - Introduction/6 - Different facility types asset classes and credit risk modeling approaches English.vtt

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1 - Introduction/6 - Different facility types asset classes and credit risk modeling approaches French.vtt

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1 - Introduction/6 - Different facility types asset classes and credit risk modeling approaches.mp4

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10 - LGD and EAD Models Preparing the data/37 - LGD and EAD models independent variables.html

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10 - LGD and EAD Models Preparing the data/38 - LGD and EAD models dependent variables.html

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10 - LGD and EAD Models Preparing the data/39 - LGD and EAD models distribution of recovery rates and credit conversion factors.html

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10 - LGD and EAD Models Preparing the data/59 - LGD and EAD models independent variables English.vtt

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10 - LGD and EAD Models Preparing the data/59 - LGD and EAD models independent variables French.vtt

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10 - LGD and EAD Models Preparing the data/59 - LGD and EAD models independent variables with comments.txt

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10 - LGD and EAD Models Preparing the data/59 - LGD and EAD models independent variables.mp4

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10 - LGD and EAD Models Preparing the data/59 - LGD and EAD models independent variables.txt

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10 - LGD and EAD Models Preparing the data/59 - loandata20072014preprocessedcsv.txt

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10 - LGD and EAD Models Preparing the data/60 - LGD and EAD models dependent variables English.vtt

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10 - LGD and EAD Models Preparing the data/60 - LGD and EAD models dependent variables French.vtt

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10 - LGD and EAD Models Preparing the data/60 - LGD and EAD models dependent variables with comments.txt

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10 - LGD and EAD Models Preparing the data/60 - LGD and EAD models dependent variables.mp4

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10 - LGD and EAD Models Preparing the data/60 - LGD and EAD models dependent variables.txt

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10 - LGD and EAD Models Preparing the data/61 - LGD and EAD models distribution of recovery rates and credit conversion factors English.vtt

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10 - LGD and EAD Models Preparing the data/61 - LGD and EAD models distribution of recovery rates and credit conversion factors French.vtt

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10 - LGD and EAD Models Preparing the data/61 - LGD and EAD models distribution of recovery rates and credit conversion factors with comments.txt

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10 - LGD and EAD Models Preparing the data/61 - LGD and EAD models distribution of recovery rates and credit conversion factors.mp4

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10 - LGD and EAD Models Preparing the data/61 - LGD and EAD models distribution of recovery rates and credit conversion factors.txt

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11 - LGD model/40 - LGD model testing the model.html

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11 - LGD model/41 - LGD model stage 2 linear regression with comments.html

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11 - LGD model/42 - LGD model stage 2 linear regression evaluation.html

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11 - LGD model/43 - LGD model combining stage 1 and stage 2.html

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11 - LGD model/62 - LGD model preparing the inputs English.vtt

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11 - LGD model/62 - LGD model preparing the inputs French.vtt

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11 - LGD model/62 - LGD model preparing the inputs with comments.txt

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11 - LGD model/62 - LGD model preparing the inputs.mp4

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11 - LGD model/62 - LGD model preparing the inputs.txt

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11 - LGD model/62 - loandata20072014preprocessedcsv.txt

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11 - LGD model/63 - LGD model testing the model English.vtt

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11 - LGD model/63 - LGD model testing the model French.vtt

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11 - LGD model/63 - LGD model testing the model with comments.txt

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11 - LGD model/63 - LGD model testing the model.mp4

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11 - LGD model/63 - LGD model testing the model.txt

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11 - LGD model/64 - LGD model estimating the accuracy of the model English.vtt

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11 - LGD model/64 - LGD model estimating the accuracy of the model French.vtt

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11 - LGD model/64 - LGD model estimating the accuracy of the model with comments.txt

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11 - LGD model/64 - LGD model estimating the accuracy of the model.mp4

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11 - LGD model/64 - LGD model estimating the accuracy of the model.txt

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11 - LGD model/65 - LGD model saving the model English.vtt

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11 - LGD model/65 - LGD model saving the model with comments.txt

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11 - LGD model/65 - LGD model saving the model.mp4

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11 - LGD model/65 - LGD model saving the model.txt

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11 - LGD model/66 - LGD model stage 2 linear regression English.vtt

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11 - LGD model/66 - LGD model stage 2 linear regression French.vtt

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11 - LGD model/66 - LGD model stage 2 linear regression with comments.txt

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11 - LGD model/66 - LGD model stage 2 linear regression.mp4

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11 - LGD model/66 - LGD model stage 2 linear regression.txt

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11 - LGD model/67 - LGD model stage 2 linear regression evaluation English.vtt

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11 - LGD model/67 - LGD model stage 2 linear regression evaluation French.vtt

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11 - LGD model/67 - LGD model stage 2 linear regression evaluation with comments.txt

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11 - LGD model/67 - LGD model stage 2 linear regression evaluation.mp4

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11 - LGD model/67 - LGD model stage 2 linear regression evaluation.txt

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11 - LGD model/68 - LGD model combining stage 1 and stage 2 English.vtt

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11 - LGD model/68 - LGD model combining stage 1 and stage 2 French.vtt

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11 - LGD model/68 - LGD model combining stage 1 and stage 2 with comments.txt

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11 - LGD model/68 - LGD model combining stage 1 and stage 2.mp4

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11 - LGD model/68 - LGD model combining stage 1 and stage 2.txt

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11 - LGD model/69 - Dataset with new data loandata2015csv.txt

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11 - LGD model/69 - Homework building an updated LGD model.html

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11 - LGD model/[CourseClub.Me].url

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11 - LGD model/[GigaCourse.Com].url

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12 - EAD model/44 - EAD model estimation and interpretation.html

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12 - EAD model/45 - EAD model validation.html

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12 - EAD model/70 - EAD model estimation and interpretation English.vtt

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12 - EAD model/70 - EAD model estimation and interpretation French.vtt

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12 - EAD model/70 - EAD model estimation and interpretation with comments.txt

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12 - EAD model/70 - EAD model estimation and interpretation.mp4

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12 - EAD model/70 - EAD model estimation and interpretation.txt

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12 - EAD model/71 - EAD model validation English.vtt

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12 - EAD model/71 - EAD model validation French.vtt

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12 - EAD model/71 - EAD model validation with comments.txt

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12 - EAD model/71 - EAD model validation.mp4

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12 - EAD model/71 - EAD model validation.txt

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12 - EAD model/72 - Homework building an updated EAD model.html

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13 - Calculating expected loss/46 - Calculating expected loss.html

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13 - Calculating expected loss/73 - Calculating expected loss English.vtt

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13 - Calculating expected loss/73 - Calculating expected loss French.vtt

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13 - Calculating expected loss/73 - Calculating expected loss with comments.txt

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13 - Calculating expected loss/73 - Calculating expected loss.mp4

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13 - Calculating expected loss/73 - Calculating expected loss.txt

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13 - Calculating expected loss/74 - Calculating expected loss complete notebook with comments.txt

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13 - Calculating expected loss/74 - Calculating expected loss complete notebook.txt

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13 - Calculating expected loss/74 - Homework calculate expected loss on more recent data.html

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13 - Calculating expected loss/75 - Completing 100.html

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2 - Setting up the working environment/10 - Jupyter Dashboard English.vtt

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2 - Setting up the working environment/10 - Jupyter Dashboard French.vtt

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2 - Setting up the working environment/10 - Jupyter Dashboard.mp4

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2 - Setting up the working environment/11 - Jupyter Dashboard English.vtt

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2 - Setting up the working environment/11 - Jupyter Dashboard French.vtt

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2 - Setting up the working environment/11 - Jupyter Dashboard.mp4

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2 - Setting up the working environment/11 - ShortcutsforJupyter.pdf

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2 - Setting up the working environment/12 - Installing the sklearn package English.vtt

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2 - Setting up the working environment/12 - Installing the sklearn package French.vtt

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2 - Setting up the working environment/12 - Installing the sklearn package.mp4

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2 - Setting up the working environment/7 - Setting up the environment English.vtt

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2 - Setting up the working environment/7 - Setting up the environment French.vtt

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2 - Setting up the working environment/7 - Setting up the environment.mp4

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2 - Setting up the working environment/8 - Why Python and why Jupyter English.vtt

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2 - Setting up the working environment/8 - Why Python and why Jupyter French.vtt

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2 - Setting up the working environment/8 - Why Python and why Jupyter.mp4

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2 - Setting up the working environment/9 - Installing Anaconda English.vtt

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2 - Setting up the working environment/9 - Installing Anaconda French.vtt

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2 - Setting up the working environment/9 - Installing Anaconda.mp4

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2 - Setting up the working environment/[CourseClub.Me].url

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2 - Setting up the working environment/[GigaCourse.Com].url

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3 - Dataset description/13 - Data Preparation.txt

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3 - Dataset description/13 - Data preparation with comments.txt

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3 - Dataset description/13 - Dataset for the course.txt

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3 - Dataset description/13 - LCDataDictionaryxlsx

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3 - Dataset description/13 - Our example consumer loans A first look at the dataset English.vtt

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3 - Dataset description/13 - Our example consumer loans A first look at the dataset French.vtt

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3 - Dataset description/13 - Our example consumer loans A first look at the dataset.mp4

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3 - Dataset description/14 - Dataset for the course.txt

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3 - Dataset description/14 - Dependent variables and independent variables English.vtt

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3 - Dataset description/14 - Dependent variables and independent variables French.vtt

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3 - Dataset description/14 - Dependent variables and independent variables.mp4

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3 - Dataset description/6 - Our example consumer loans A first look at the dataset.html

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3 - Dataset description/7 - Dependent variables and independent variables.html

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4 - General preprocessing/10 - Preprocessing few discrete variables.html

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4 - General preprocessing/11 - Check for missing values and clean.html

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4 - General preprocessing/15 - Importing the data into Python English.vtt

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4 - General preprocessing/15 - Importing the data into Python French.vtt

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4 - General preprocessing/15 - Importing the data into Python with comments.txt

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4 - General preprocessing/15 - Importing the data into Python.mp4

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4 - General preprocessing/15 - Importing the data into Python.txt

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4 - General preprocessing/16 - Preprocessing few continuous variables English.vtt

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4 - General preprocessing/16 - Preprocessing few continuous variables French.vtt

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4 - General preprocessing/16 - Preprocessing few continuous variables with comments.txt

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4 - General preprocessing/16 - Preprocessing few continuous variables.mp4

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4 - General preprocessing/16 - Preprocessing few continuous variables.txt

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4 - General preprocessing/17 - Preprocessing few continuous variables Homework Solution with comments.txt

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4 - General preprocessing/17 - Preprocessing few continuous variables Homework Solution.txt

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4 - General preprocessing/17 - Preprocessing few continuous variables Homework.html

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4 - General preprocessing/18 - Preprocessing few discrete variables English.vtt

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4 - General preprocessing/18 - Preprocessing few discrete variables French.vtt

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4 - General preprocessing/18 - Preprocessing few discrete variables with comments.txt

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4 - General preprocessing/18 - Preprocessing few discrete variables.mp4

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4 - General preprocessing/18 - Preprocessing few discrete variables.txt

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4 - General preprocessing/19 - Check for missing values and clean English.vtt

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4 - General preprocessing/19 - Check for missing values and clean French.vtt

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4 - General preprocessing/19 - Check for missing values and clean with comments.txt

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4 - General preprocessing/19 - Check for missing values and clean.mp4

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4 - General preprocessing/19 - Check for missing values and clean.txt

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4 - General preprocessing/20 - Check for missing values and clean Homework.html

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4 - General preprocessing/20 - Check for missing values and clean the data Homework Solution with comments.txt

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4 - General preprocessing/20 - Check for missing values and clean the data Homework Solution.txt

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4 - General preprocessing/8 - Importing the data into Python.html

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4 - General preprocessing/9 - Preprocessing few continuous variables.html

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5 - PD Model Data Preparation/12 - How is the PD model going to look like.html

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5 - PD Model Data Preparation/13 - Dependent variable Good Bad default definition.html

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5 - PD Model Data Preparation/14 - Fine classing weight of evidence and coarse classing.html

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5 - PD Model Data Preparation/15 - Information value.html

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5 - PD Model Data Preparation/16 - Data preparation Splitting data.html

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5 - PD Model Data Preparation/17 - Data preparation An example.html

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5 - PD Model Data Preparation/18 - Data preparation Preprocessing discrete variables automating calculations.html

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5 - PD Model Data Preparation/19 - Data preparation Preprocessing discrete variables creating dummies Part 1.html

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5 - PD Model Data Preparation/20 - Data preparation Preprocessing discrete variables creating dummies Part 2.html

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5 - PD Model Data Preparation/21 - Data preparation Preprocessing continuous variables Automating calculations.html

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5 - PD Model Data Preparation/21 - How is the PD model going to look like English.vtt

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5 - PD Model Data Preparation/21 - How is the PD model going to look like French.vtt

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5 - PD Model Data Preparation/21 - How is the PD model going to look like.mp4

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5 - PD Model Data Preparation/22 - Data preparation Preprocessing continuous variables creating dummies Part 1.html

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5 - PD Model Data Preparation/22 - Dependent variable Good Bad default definition English.vtt

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5 - PD Model Data Preparation/22 - Dependent variable Good Bad default definition French.vtt

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5 - PD Model Data Preparation/22 - Dependent variable Good Bad default definition.mp4

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5 - PD Model Data Preparation/22 - Dependent variable GoodBad with comments.txt

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5 - PD Model Data Preparation/22 - Dependent variable GoodBad.txt

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5 - PD Model Data Preparation/23 - Data preparation Preprocessing continuous variables creating dummies Part 2.html

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5 - PD Model Data Preparation/23 - Fine classing weight of evidence and coarse classing English.vtt

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5 - PD Model Data Preparation/23 - Fine classing weight of evidence and coarse classing.mp4

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5 - PD Model Data Preparation/24 - Data preparation Preprocessing continuous variables creating dummies Part 3.html

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5 - PD Model Data Preparation/24 - Information value English.vtt

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5 - PD Model Data Preparation/24 - Information value French.vtt

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5 - PD Model Data Preparation/24 - Information value.mp4

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5 - PD Model Data Preparation/25 - Data preparation Splitting data English.vtt

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5 - PD Model Data Preparation/25 - Data preparation Splitting data with comments.txt

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5 - PD Model Data Preparation/25 - Data preparation Splitting data.mp4

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5 - PD Model Data Preparation/25 - Data preparation Splitting data.txt

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5 - PD Model Data Preparation/26 - Data preparation An example English.vtt

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5 - PD Model Data Preparation/26 - Data preparation An example with comments.txt

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5 - PD Model Data Preparation/26 - Data preparation An example.mp4

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5 - PD Model Data Preparation/26 - Data preparation An example.txt

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5 - PD Model Data Preparation/27 - Data preparation Preprocessing discrete variables automating calculations English.vtt

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5 - PD Model Data Preparation/27 - Data preparation Preprocessing discrete variables automating calculations French.vtt

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5 - PD Model Data Preparation/27 - Data preparation Preprocessing discrete variables automating calculations with comments.txt

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5 - PD Model Data Preparation/27 - Data preparation Preprocessing discrete variables automating calculations.mp4

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5 - PD Model Data Preparation/27 - Data preparation Preprocessing discrete variables automating calculations.txt

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5 - PD Model Data Preparation/28 - Data preparation Preprocessing discrete variables visualizing results English.vtt

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5 - PD Model Data Preparation/28 - Data preparation Preprocessing discrete variables visualizing results French.vtt

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5 - PD Model Data Preparation/28 - Data preparation Preprocessing discrete variables visualizing results with comments.txt

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5 - PD Model Data Preparation/28 - Data preparation Preprocessing discrete variables visualizing results.mp4

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5 - PD Model Data Preparation/28 - Data preparation Preprocessing discrete variables visualizing results.txt

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5 - PD Model Data Preparation/29 - Data preparation Preprocessing discrete variables creating dummies Part 1 English.vtt

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5 - PD Model Data Preparation/29 - Data preparation Preprocessing discrete variables creating dummies Part 1 French.vtt

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5 - PD Model Data Preparation/29 - Data preparation Preprocessing discrete variables creating dummies Part 1 with comments.txt

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5 - PD Model Data Preparation/29 - Data preparation Preprocessing discrete variables creating dummies Part 1.mp4

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5 - PD Model Data Preparation/29 - Data preparation Preprocessing discrete variables creating dummies Part 1.txt

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5 - PD Model Data Preparation/30 - Data preparation Preprocessing discrete variables creating dummies Part 2 English.vtt

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5 - PD Model Data Preparation/30 - Data preparation Preprocessing discrete variables creating dummies Part 2 with comments.txt

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5 - PD Model Data Preparation/30 - Data preparation Preprocessing discrete variables creating dummies Part 2.mp4

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5 - PD Model Data Preparation/30 - Data preparation Preprocessing discrete variables creating dummies Part 2.txt

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5 - PD Model Data Preparation/31 - Data preparation Preprocessing discrete variables Homework Soluton.txt

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5 - PD Model Data Preparation/31 - Data preparation Preprocessing discrete variables Homework with comments.txt

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5 - PD Model Data Preparation/31 - Data preparation Preprocessing discrete variables Homework.html

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5 - PD Model Data Preparation/32 - Data preparation Preprocessing continuous variables Automating calculations English.vtt

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5 - PD Model Data Preparation/32 - Data preparation Preprocessing continuous variables Automating calculations French.vtt

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5 - PD Model Data Preparation/32 - Data preparation Preprocessing continuous variables Automating calculations with comments.txt

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5 - PD Model Data Preparation/32 - Data preparation Preprocessing continuous variables Automating calculations.mp4

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5 - PD Model Data Preparation/32 - Data preparation Preprocessing continuous variables Automating calculations.txt

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5 - PD Model Data Preparation/33 - Data preparation Preprocessing continuous variables creating dummies Part 1 English.vtt

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5 - PD Model Data Preparation/33 - Data preparation Preprocessing continuous variables creating dummies Part 1 with comments.txt

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5 - PD Model Data Preparation/33 - Data preparation Preprocessing continuous variables creating dummies Part 1.mp4

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5 - PD Model Data Preparation/33 - Data preparation Preprocessing continuous variables creating dummies Part 1.txt

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5 - PD Model Data Preparation/34 - Data preparation Preprocessing continuous variables creating dummies Part 2 English.vtt

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5 - PD Model Data Preparation/34 - Data preparation Preprocessing continuous variables creating dummies Part 2 French.vtt

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5 - PD Model Data Preparation/34 - Data preparation Preprocessing continuous variables creating dummies Part 2 with comments.txt

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5 - PD Model Data Preparation/34 - Data preparation Preprocessing continuous variables creating dummies Part 2.mp4

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5 - PD Model Data Preparation/34 - Data preparation Preprocessing continuous variables creating dummies Part 2.txt

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5 - PD Model Data Preparation/35 - Data preparation Preprocessing continuous variables creating dummies Homework with comments.txt

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5 - PD Model Data Preparation/35 - Data preparation Preprocessing continuous variables creating dummies Homework.txt

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5 - PD Model Data Preparation/36 - Data preparation Preprocessing continuous variables creating dummies Part 3 English.vtt

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5 - PD Model Data Preparation/36 - Data preparation Preprocessing continuous variables creating dummies Part 3 with comments.txt

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5 - PD Model Data Preparation/36 - Data preparation Preprocessing continuous variables creating dummies Part 3.mp4

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5 - PD Model Data Preparation/36 - Data preparation Preprocessing continuous variables creating dummies Part 3.txt

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5 - PD Model Data Preparation/37 - Data preparation Preprocessing continuous variables creating dummies Homework Solution.txt

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5 - PD Model Data Preparation/38 - Data preparation Preprocessing the test dataset English.vtt

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5 - PD Model Data Preparation/38 - Data preparation Preprocessing the test dataset.mp4

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5 - PD Model Data Preparation/39 - PD model data preparation notebooks.html

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5 - PD Model Data Preparation/39 - PD model data preparation.txt

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6 - PD model estimation/25 - The PD model Logistic regression with dummy variables.html

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6 - PD model estimation/26 - Build a logistic regression model with pvalues.html

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6 - PD model estimation/27 - Interpreting the coefficients in the PD model.html

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6 - PD model estimation/40 - The PD model Logistic regression with dummy variables English.vtt

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6 - PD model estimation/40 - The PD model Logistic regression with dummy variables.mp4

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6 - PD model estimation/41 - Loading the data and selecting the features English.vtt

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6 - PD model estimation/41 - Loading the data and selecting the features French.vtt

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6 - PD model estimation/41 - Loading the data and selecting the features with comments.txt

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6 - PD model estimation/41 - Loading the data and selecting the features.mp4

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6 - PD model estimation/42 - PD model estimation English.vtt

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6 - PD model estimation/42 - PD model estimation with comments.txt

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6 - PD model estimation/42 - PD model estimation.txt

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6 - PD model estimation/43 - Build a logistic regression model with p English.vtt

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6 - PD model estimation/43 - Build a logistic regression model with p.mp4

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6 - PD model estimation/43 - Build a logistic regression model with pvalues with comments.txt

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6 - PD model estimation/43 - Build a logistic regression model with pvalues.txt

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6 - PD model estimation/44 - Interpreting the coefficients in the PD model English.vtt

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6 - PD model estimation/44 - Interpreting the coefficients in the PD model.mp4

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7 - PD model validation/28 - Outofsample validation test.html

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7 - PD model validation/29 - Evaluation of model performance accuracy and area under the curve AUC.html

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7 - PD model validation/30 - Evaluation of model performance Gini and KolmogorovSmirnov.html

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7 - PD model validation/45 - Outofsample validation test with comments.txt

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7 - PD model validation/46 - Evaluation of model performance accuracy and area under the curve AUC English.vtt

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7 - PD model validation/46 - Evaluation of model performance accuracy and area under the curve AUC with comments.txt

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7 - PD model validation/46 - Evaluation of model performance accuracy and area under the curve AUC.mp4

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7 - PD model validation/46 - Evaluation of model performance accuracy and area under the curve AUC.txt

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7 - PD model validation/47 - Evaluation of model performance Gini and Kolmogorov English.vtt

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8 - Applying the PD Model for decision making/31 - Creating a scorecard.html

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8 - Applying the PD Model for decision making/49 - Creating a scorecard English.vtt

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