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: New
    Status: Preview

    Skills you'll gain: Responsible AI, Machine Learning Methods, Artificial Intelligence, Data Ethics, Artificial Intelligence and Machine Learning (AI/ML), Human Centered Design, Human Computer Interaction, Generative AI, Machine Learning, Ethical Standards And Conduct, Predictive Modeling

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

  • Status: New
    Status: Free Trial

    Skills you'll gain: Predictive Modeling, Matplotlib, Seaborn, Statistical Modeling, Data Visualization, Regression Analysis, Pandas (Python Package), Statistical Analysis, Machine Learning, Supervised Learning, Data Science, Scikit Learn (Machine Learning Library), Probability & Statistics, Python Programming, Unsupervised Learning, Data Analysis, Decision Tree Learning, AI Personalization, Feature Engineering, NumPy

  • Status: Free Trial

    Google Cloud

    Skills you'll gain: Google Gemini, Generative AI, Predictive Modeling, Applied Machine Learning, Big Data, Google Cloud Platform, Data Analysis, Exploratory Data Analysis, Artificial Intelligence and Machine Learning (AI/ML), Prompt Engineering, SQL, LLM Application, Data Processing, Responsible AI, Python Programming, Data Cleansing, Customer Relationship Management, Data Visualization Software, Machine Learning, Natural Language Processing

  • Skills you'll gain: Data Cleansing, Data Manipulation, Advanced Analytics, Applied Machine Learning, Data Wrangling, Fraud detection, Data Transformation, Predictive Modeling, Data Processing, Machine Learning, Machine Learning Algorithms, Sampling (Statistics), Data Mining, Data Integration, Database Management, Workflow Management, Complex Problem Solving

  • Skills you'll gain: Salesforce Development, Salesforce, Artificial Intelligence, Responsible AI, AI Personalization, Data Quality, Predictive Modeling, Data Management, ChatGPT, Customer Relationship Management, Generative AI, Data Cleansing, Customer Engagement

  • 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

  • Status: Free Trial

    University of Colorado Boulder

    Skills you'll gain: Performance Testing, Scalability, Predictive Modeling, Data Architecture, Distributed Computing, Application Performance Management, Software Architecture, Big Data, Unit Testing, Microservices, Database Architecture and Administration, Software Engineering, Test Automation

  • Status: Free Trial

    University of Lausanne

    Skills you'll gain: Health Policy, Public Health, Health Systems, Geographic Information Systems, Systems Thinking, Community Health, Health Disparities, Governance, Policy Development, Social Determinants Of Health, Sustainable Development, Environmental Policy, Health Assessment, Systems Analysis, Predictive Modeling, Environmental Issue, Research Methodologies, Data Collection

  • Status: Free Trial

    Illinois Tech

    Skills you'll gain: Regression Analysis, R Programming, R (Software), Statistical Methods, Statistical Inference, Data Analysis, Statistical Analysis, Predictive Modeling, Statistics, Probability & Statistics, Linear Algebra

  • Status: Free Trial

    Skills you'll gain: Data Wrangling, Regression Analysis, Data Manipulation, Dimensionality Reduction, Data Science, Python Programming, Predictive Modeling, Statistical Modeling, Data Analysis, Linear Algebra

  • Skills you'll gain: Application Deployment, Tensorflow, Applied Machine Learning, Google Cloud Platform, Predictive Modeling, Data Processing, Machine Learning, Data Science

Related roles

Gain the knowledge and skills you need to advance.

  • This role has a $146,304 median salary ¹.

    description:

    A Data Scientist analyzes large datasets to uncover insights, using statistics, machine learning, and visualization to inform business strategies.

    This role has a $146,304 median salary ¹.

    Offered by

    Microsoft_logo
    IBM_logo
    Johns Hopkins University_logo

Most popular

Trending now

New releases

What brings you to Coursera today?

Leading partners

  • Google Cloud
  • EDUCBA
  • Packt
  • University of Colorado Boulder
  • IBM
  • LearnQuest
  • Johns Hopkins University
  • SAS