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.
95credentials
2online degrees
376courses

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Explore the Predictive Modeling Course Catalog

  • Status: Preview

    Pontificia Universidad Católica de Chile

    Skills you'll gain: Transportation Operations, Network Analysis, Operations Research, Systems Analysis, Systems Thinking, Analysis, Demand Planning, Mathematical Modeling, Econometrics, Markov Model, Behavioral Economics, Cost Benefit Analysis, Market Dynamics, Economics, Customer Demand Planning, Predictive Modeling, Decision Making

  • Status: Preview

    Skills you'll gain: Predictive Modeling, Machine Learning, Supervised Learning, Data Science, Artificial Intelligence, Deep Learning, Classification And Regression Tree (CART), Unsupervised Learning, Reinforcement Learning, Performance Metric

  • Status: Free Trial

    Skills you'll gain: Shiny (R Package), Data Presentation, Exploratory Data Analysis, Data Wrangling, Predictive Modeling, Tidyverse (R Package), Data Science, Data Collection, Data Storytelling, Interactive Data Visualization, Data Manipulation, Dashboard, Data Analysis, Data Cleansing, R Programming, Statistical Modeling, Regression Analysis, Ggplot2, Data Visualization, Data Transformation

  • Skills you'll gain: Fraud detection, Feature Engineering, Big Data, Anomaly Detection, Google Cloud Platform, Unsupervised Learning, Data Manipulation, Applied Machine Learning, Statistical Machine Learning, Decision Tree Learning, Machine Learning Methods, Supervised Learning, Predictive Modeling, Machine Learning, Predictive Analytics

  • Status: Preview

    Skills you'll gain: SAS (Software), Data Analysis Software, R (Software), Advanced Analytics, R Programming, Big Data, Image Analysis, Time Series Analysis and Forecasting, Natural Language Processing, Statistical Programming, Jupyter, Predictive Modeling, Predictive Analytics, Applied Machine Learning, Deep Learning, Data Processing, Restful API, Computer Vision, Artificial Neural Networks

  • Status: Preview

    Skills you'll gain: Language Competency, Oral Comprehension, Vocabulary, Literacy, Water Quality, Language Learning, Grammar, Augmented Reality, Automation, Predictive Modeling

  • Skills you'll gain: Machine Learning Algorithms, Data Visualization, Dashboard, Interactive Data Visualization, Data Visualization Software, Data Presentation, Machine Learning, Scikit Learn (Machine Learning Library), Web Applications, Predictive Modeling, Data Science, Python Programming, Pandas (Python Package)

  • Status: Free Trial

    University of Pennsylvania

    Skills you'll gain: People Analytics, HR Tech, Responsible AI, Human Resources, Data Ethics, Data-Driven Decision-Making, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Employee Engagement, Machine Learning, Employee Retention, Blockchain, Predictive Modeling

  • Status: Free Trial

    Imperial College London

    Skills you'll gain: Tensorflow, Keras (Neural Network Library), Deep Learning, Image Analysis, Computer Programming, Program Development, Data Validation, Applied Machine Learning, Supervised Learning, Predictive Modeling, Computer Vision, Machine Learning Methods, Artificial Neural Networks, Jupyter, Application Programming Interface (API)

  • Status: Free Trial

    Skills you'll gain: Marketing Analytics, Customer Analysis, Advanced Analytics, Business Analytics, Statistical Programming, Customer Insights, R Programming, Data-Driven Decision-Making, Data Analysis Software, Target Market, Statistical Analysis, Predictive Modeling, Customer Relationship Management, Statistical Methods, Unsupervised Learning

  • Status: Free Trial

    Skills you'll gain: Data Ethics, Responsible AI, Data Collection, Game Theory, Machine Learning, Algorithms, Artificial Intelligence, Predictive Modeling

  • Status: Free Trial

    Skills you'll gain: Generative AI, Exploratory Data Analysis, Data Ethics, Feature Engineering, Predictive Modeling, Prompt Engineering, Responsible AI, Data Science, Data Synthesis, Data Analysis, Data Visualization Software, Natural Language Processing