Global Certificate in Credit Scoring and Machine Learning
-- ViewingNowThe Global Certificate in Credit Scoring and Machine Learning is a comprehensive course that combines the principles of credit risk assessment with machine learning techniques. This certification is crucial in today's data-driven economy where businesses rely on accurate credit scoring models to make informed decisions.
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โข Fundamentals of Credit Scoring: Understanding the Basics of Credit Scoring, Credit Scoring Models, Factors Considered in Credit Scoring
โข Machine Learning Concepts: Introduction to Machine Learning, Supervised and Unsupervised Learning, Regression and Classification Algorithms
โข Data Analysis for Credit Scoring: Data Preprocessing, Data Visualization, Exploratory Data Analysis
โข Credit Scoring Models with Machine Learning: Logistic Regression, Decision Trees, Random Forest, Gradient Boosting
โข Model Evaluation and Validation: Split Sampling, Cross-Validation, Performance Metrics
โข Implementing Machine Learning Models: Building Models in Python/R, Model Tuning, Hyperparameter Optimization
โข Bias and Fairness in Credit Scoring: Understanding Bias and Disparate Impact, Techniques to Improve Fairness
โข Regulatory Environment for Credit Scoring: Overview of Regulations, Compliance Considerations for Machine Learning Models
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