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Predictive Models for Financial Risk · LearnSpace
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Predictive Models for Financial Risk

Курс от Coursera
Средний≈ 2.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Predictive Models for Financial Risk is a short, practical course for financial analysts, interns, and early-career professionals who want to use supervised machine learning responsibly in finance. Many predictive models fail not because of poor algorithms, but because key workflow steps—data preparation, validation, or transparent communication—are skipped. In this course, you’ll learn how to follow a complete supervised learning workflow, from defining a predictive question to evaluating results. You’ll build and test a decision tree classifier in Python, apply it to financial data, and report accuracy and insights in clear business language. Through short videos, guided readings, and hands-on labs, you’ll practice turning financial datasets into transparent, data-driven risk assessments. The course concludes with a project where you train and evaluate your own model, communicate performance results, and reflect on fairness and trust in financial predictions.

Навыки, которые вы освоите

Model EvaluationPredictive ModelingData PreprocessingWorkflow ManagementDecision Tree LearningPerformance ReportingProcess Driven DevelopmentMachine Learning MethodsFinancial DataData EthicsSupervised LearningBusiness ReportingResponsible AIModel TrainingPredictive AnalyticsApplied Machine LearningClassification And Regression Tree (CART)Risk ModelingStatistical Machine LearningData Validation

Программа курса

1 модулей · 18 учебных материалов

01Predictive Models for Financial Risk18 материалов

The Predictive Modeling Workflow

Why Models Matter in Financial DecisionsDIALOGUEIntroduction and WelcomeВидеоThe Supervised Learning Workflow ExplainedВидеоFrom Pain to Prediction—The ML Workflow in FinanceЧтение

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Predictive Models for Financial Risk
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Обучение на Coursera

≈ 2.9 ч

1 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Пушту, Испанский, Дари, Японский

Часть программы вашего университета
Data Splitting and Evaluation MetricsВидео
Practice Quiz: Workflow CheckpointЗадание
Hands-on Activity: Summarize the ML WorkflowЗадание
Exemplar for Hands-on Activity: Summarize the ML WorkflowЧтение
Reflection—Where Bias Can Sneak InDIALOGUE

Building and Evaluating a Financial Risk Classifier

How Do Models Decide?DIALOGUEAnatomy of a Decision TreeВидеоFrom Building to Evaluating — Decision Trees in Financial Risk AnalysisЧтениеTrain a Decision Tree in PythonВидеоHands-on Activity: Build and Test Your ClassifierЗаданиеExemplar for Hands-on Activity: Build and Test Your ClassifierЧтениеCommunicating Model Accuracy to Your MentorDIALOGUECongratulations and Continuous Learning JourneyВидеоGraded Quiz: Predictive Models for Financial RiskЗадание