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.
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Explore the Predictive Modeling Course Catalog

  • Status: Free Trial

    University of Michigan

    Skills you'll gain: Data Transformation, Creative Design, Data Structures, Programming Principles, Software Visualization, Python Programming, Computer Programming, Interactive Design, Program Development, Predictive Modeling, Debugging

    3.8
    Rating, 3.8 out of 5 stars
    6 reviews

    Beginner · Course · 1 - 4 Weeks

  • Coursera Project Network

    Skills you'll gain: Predictive Modeling, Applied Machine Learning, Scikit Learn (Machine Learning Library), Data Analysis, Data Import/Export, Google Cloud Platform, Jupyter, Decision Tree Learning, Data Processing, Machine Learning, Random Forest Algorithm, Statistical Visualization

    4.7
    Rating, 4.7 out of 5 stars
    15 reviews

    Intermediate · Guided Project · Less Than 2 Hours

  • Status: New

    Packt

    Skills you'll gain: Salesforce, Responsible AI, Workflow Management, AI Personalization, Customer Relationship Management, Generative AI, Predictive Modeling, LLM Application, Data Security, Data Modeling, Large Language Modeling, Data Integration

    Intermediate · Course · 1 - 3 Months

  • Status: Free Trial

    Illinois Tech

    Skills you'll gain: Statistical Inference, Regression Analysis, R Programming, Statistical Analysis, Statistical Modeling, Predictive Modeling, Advanced Analytics, Mathematical Modeling, Probability & Statistics, Data Validation, Statistical Hypothesis Testing, Probability

    Build toward a degree

    4.6
    Rating, 4.6 out of 5 stars
    7 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Coursera Project Network

    Skills you'll gain: Artificial Neural Networks, Tensorflow, Keras (Neural Network Library), Data-Driven Decision-Making, Applied Machine Learning, Business Analytics, Predictive Modeling, Deep Learning, Machine Learning, Mortgage Loans, Consumer Lending

    4.5
    Rating, 4.5 out of 5 stars
    21 reviews

    Intermediate · Guided Project · Less Than 2 Hours

  • Status: Free Trial

    University of Colorado Boulder

    Skills you'll gain: Data Analysis, Supervised Learning, Classification And Regression Tree (CART), Machine Learning Algorithms, Data Science, Predictive Modeling, Feature Engineering, Data Mining, Machine Learning, Bayesian Statistics, Probability & Statistics

    5
    Rating, 5 out of 5 stars
    7 reviews

    Intermediate · Course · 1 - 3 Months

  • Coursera Project Network

    Skills you'll gain: Classification And Regression Tree (CART), Applied Machine Learning, Random Forest Algorithm, Data Processing, Machine Learning Algorithms, Predictive Modeling, Regression Analysis, Feature Engineering, Machine Learning, Exploratory Data Analysis

    4.3
    Rating, 4.3 out of 5 stars
    23 reviews

    Beginner · Guided Project · Less Than 2 Hours

  • Google Cloud

    Skills you'll gain: Applied Machine Learning, Google Cloud Platform, Cloud Applications, Image Analysis, Cloud Storage, Predictive Modeling, Data Import/Export

    4.1
    Rating, 4.1 out of 5 stars
    13 reviews

    Intermediate · Project · Less Than 2 Hours

  • Google Cloud

    Skills you'll gain: Apache Spark, Google Cloud Platform, Predictive Modeling, Big Data, Applied Machine Learning, Cloud Computing, Statistical Modeling

    Intermediate · Project · Less Than 2 Hours

  • Status: Free Trial

    Packt

    Skills you'll gain: PyTorch (Machine Learning Library), Artificial Intelligence, Applied Machine Learning, Artificial Neural Networks, Deep Learning, Application Deployment, Machine Learning, Predictive Modeling, Natural Language Processing, Python Programming, Performance Tuning, Data Science

    Beginner · Course · 1 - 4 Weeks

  • Status: New
    Status: Preview

    Coursera Instructor Network

    Skills you'll gain: Account Management, AI Personalization, Customer Engagement, Generative AI Agents, Customer Communications Management, Personalized Service, Customer Insights, Communication, Scalability, Customer Relationship Management (CRM) Software, Data Ethics, Email Automation, Customer Retention, Responsible AI, Predictive Modeling, Business Process Automation, Analytics, Workflow Management, Automation

    Intermediate · Course · 1 - 4 Weeks

  • Status: New

    Pearson

    Skills you'll gain: Exploratory Data Analysis, Data Analysis, Amazon Elastic Compute Cloud, Amazon CloudWatch, Application Deployment, Predictive Modeling, Data Pipelines, Data Processing

    Intermediate · Course · 1 - 4 Weeks