Predictive Modeling

Predictive Modeling is a statistical technique using machine learning and data mining to forecast future outcomes based on historical data. Coursera's Predictive Modeling catalogue helps you understand, design, and build predictive models to solve real-world business problems. You'll learn a variety of machine learning algorithms, techniques for handling missing data, steps to evaluate and validate models, and how to leverage these models in decision making. Gain proficiency in tools and libraries such as Python's Scikit-Learn and Pandas, R's Caret, and various data visualization tools, equipping you with skills widely applicable in fields like finance, healthcare, marketing, and more.
96credentials
2online degrees
375courses

Explore the Predictive Modeling Course Catalog

  • Status: Free Trial

    University of Michigan

    Skills you'll gain: R (Software), Statistical Modeling, Data Visualization, Data Wrangling, Data Manipulation, Correlation Analysis, Histogram, Data Analysis, Statistical Analysis, Biostatistics, Statistics, Statistical Hypothesis Testing, Scripting, Package and Software Management, Predictive Modeling, Risk Analysis, Descriptive Statistics, Data Import/Export

  • Status: Preview

    Skills you'll gain: Oral Comprehension, Vocabulary, Water Resources, Water Quality, Language Learning, Energy and Utilities, Automation Engineering, Grammar, Augmented and Virtual Reality (AR/VR), Emerging Technologies, Biochemistry, Predictive Modeling

  • Status: Free Trial

    Skills you'll gain: Feature Engineering, Exploratory Data Analysis, Pandas (Python Package), Scikit Learn (Machine Learning Library), Data Manipulation, NumPy, Data Analysis, Python Programming, Regression Analysis, Predictive Modeling, Machine Learning, Classification And Regression Tree (CART), Data Science, Statistical Hypothesis Testing, Supervised Learning, Statistical Methods, Programming Principles, Data Structures

  • Status: Free Trial

    University of Colorado Boulder

    Skills you'll gain: Statistical Modeling, Statistical Machine Learning, Regression Analysis, Statistical Methods, Predictive Modeling, Statistical Analysis, Classification And Regression Tree (CART), Data Science, R Programming, Probability & Statistics, Supervised Learning, Machine Learning, Applied Machine Learning

  • Status: Free Trial

    Skills you'll gain: Marketing Analytics, Exploratory Data Analysis, Predictive Modeling, Analytical Skills, Business Analytics, Regression Analysis, Data Analysis, Data Validation, Data Visualization

  • Status: Preview

    Skills you'll gain: Value-Based Care, Health Informatics, Care Coordination, Analytics, Clinical Informatics, Health Care Administration, Data Analysis, Interoperability, Data Ethics, Health Care, Health Systems, Health Technology, Patient-centered Care, Patient Education and Support, Telehealth, Predictive Modeling

  • Status: Preview

    Skills you'll gain: Classification And Regression Tree (CART), Feature Engineering, Machine Learning Algorithms, Random Forest Algorithm, Machine Learning, Applied Machine Learning, Deep Learning, Decision Tree Learning, Supervised Learning, Unsupervised Learning, Artificial Neural Networks, Predictive Modeling, Dimensionality Reduction, Regression Analysis

  • Skills you'll gain: Classification And Regression Tree (CART), Decision Tree Learning, Predictive Modeling, Data Processing, Statistical Modeling, R Programming, Supervised Learning, Machine Learning Algorithms, Machine Learning

  • Status: Preview

    Skills you'll gain: Financial Modeling, Time Series Analysis and Forecasting, Regression Analysis, Financial Forecasting, Predictive Modeling, Finance, R Programming, Financial Analysis, Statistical Analysis, Statistics, Probability & Statistics, Risk Analysis, Microsoft Excel

  • Skills you'll gain: Matplotlib, Applied Machine Learning, Random Forest Algorithm, Predictive Modeling, Predictive Analytics, Machine Learning Algorithms, Data Visualization, Machine Learning, Programming Principles, Data Manipulation, Feature Engineering, Data Cleansing, Supervised Learning, Python Programming, Data Science, Data Processing, NumPy, Pandas (Python Package)

  • Status: Preview

    Skills you'll gain: Responsible AI, Data Ethics, Healthcare Industry Knowledge, Predictive Modeling, Healthcare Ethics, Generative AI, Prompt Engineering, Artificial Intelligence, Deep Learning, Health Care, Clinical Informatics, Telehealth, Image Analysis, Health Informatics, Medical Imaging, Augmented and Virtual Reality (AR/VR), Radiology

  • Status: Free Trial

    University of Colorado Boulder

    Skills you'll gain: Service Level, Performance Testing, Software Engineering, Data Architecture, Web Applications, Software Architecture, Cloud Applications, Scalability, Functional Requirement, Distributed Computing, Databases, Microservices, Application Deployment, Predictive Modeling, Application Development, Application Performance Management, Software Testing, System Design and Implementation, Middleware, Big Data