Credit Risk Modelling & Credit Scoring with Machine Learning

Partner: Udemy
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Description: Welcome to Credit Risk Modelling & Credit Scoring with Machine Learning course. This is a comprehensive project based course where you will learn step by step on how to build a credit risk assessment and credit scoring model using logistic regression, random forest, and K Nearest Neighbors. This course is a perfect combination between machine learning and credit risk analysis, making it an ideal opportunity to level up your data science skills while improving your technical knowledge in risk management. The course will be mainly concentrating on three major aspects, the first one is data analysis where you will explore the credit dataset from multiple angles, the second one is predictive modeling where you will learn how to build credit risk assessment and credit scoring system using machine learning, and the third one is to evaluate the accuracy and performance of the model. In the introduction session, you will learn the basic fundamentals of credit risk analysis, such as getting to know its use cases in banking and financial industries, getting to know more about machine learning models that will be used, and you will also learn about technical challenges and limitations in credit risk modeling. Then, in the next section, you will learn how credit risk assessment model works.This section will cover data collection, data preprocessing, feature selection, splitting the data into training and testing sets, model selection, model training, assessing credit risk, assigning credit score, model evaluation, and model deployment. Afterward, you will also learn about several factors that contribute to credit score, for example like payment history, credit utilization ratio, length of credit history, outstanding debt, credit mix, and new credit inquiries. After you have learnt all necessary knowledge about credit risk analysis, we will start the project. Firstly you will be guided step by step on how to set up Google Colab IDE. In addition to that, you will also learn how to find and download credit dataset from K
Category: Finance & Accounting > Financial Modeling & Analysis > Credit Analysis
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Price: 24.99
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Source: Impact
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