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  • Predictive Modeling

Predictive Modeling Courses

Predictive modeling courses can help you learn statistical techniques, data preprocessing, regression analysis, and time series forecasting. You can build skills in evaluating model performance, feature selection, and interpreting results to make informed predictions. Many courses introduce tools like R, Python, and specialized libraries such as scikit-learn and TensorFlow, that support implementing predictive models and applying AI techniques effectively in various industries.


Popular Predictive Modeling Courses and Certifications


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    EDUCBA

    Logistic Regression with R: Build & Predict

    Skills you'll gain: Predictive Modeling, R Programming, Feature Engineering, Statistical Modeling, Risk Modeling, Classification And Regression Tree (CART), Regression Analysis, Predictive Analytics, Machine Learning Methods, Data Processing, Supervised Learning, Performance Measurement, Credit Risk, Dimensionality Reduction

    Mixed · Course · 1 - 4 Weeks

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    Simplilearn

    Generative AI Models and Transformer Networks Certification

    Skills you'll gain: Generative Model Architectures, Generative AI, OpenAI, ChatGPT, Deep Learning, Real Time Data, Scalability, Artificial Intelligence and Machine Learning (AI/ML), Tensorflow, Large Language Modeling, Prompt Engineering, PyTorch (Machine Learning Library), Responsible AI, Artificial Neural Networks, Image Analysis, Applied Machine Learning, Computer Vision, Machine Learning Methods, Unsupervised Learning, Natural Language Processing

    3.1
    Rating, 3.1 out of 5 stars
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    11 reviews

    Beginner · Specialization · 1 - 3 Months

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    University of California San Diego

    Deploying Machine Learning Models

    Skills you'll gain: Data Manipulation, Applied Machine Learning, Flask (Web Framework), Application Deployment, Django (Web Framework), Web Applications, Data Processing, Predictive Modeling, Machine Learning, Regression Analysis, Python Programming

    3.5
    Rating, 3.5 out of 5 stars
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    52 reviews

    Mixed · Course · 1 - 3 Months

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    University of Minnesota

    Analytics for Decision Making

    Skills you'll gain: Time Series Analysis and Forecasting, Simulations, Operations Research, Probability Distribution, Mathematical Modeling, Supply Chain, Probability, Predictive Modeling, Business Modeling, Business Analytics, Workforce Management, Analytics, Regression Analysis, Microsoft Excel, Forecasting, Business Mathematics, Process Optimization, Data-Driven Decision-Making, Statistics, Predictive Analytics

    4.7
    Rating, 4.7 out of 5 stars
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    288 reviews

    Beginner · Specialization · 3 - 6 Months

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    Johns Hopkins University

    Practical Machine Learning

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

    4.5
    Rating, 4.5 out of 5 stars
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    3.3K reviews

    Mixed · Course · 1 - 4 Weeks

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    Microsoft

    Advanced Data Analysis with Generative AI

    Skills you'll gain: Generative AI, Anomaly Detection, Predictive Modeling, Text Mining, Predictive Analytics, Advanced Analytics, Data Cleansing, Natural Language Processing, Unstructured Data, Data Analysis, Forecasting, Statistical Analysis, Data Quality, Time Series Analysis and Forecasting, Exploratory Data Analysis

    4.4
    Rating, 4.4 out of 5 stars
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    19 reviews

    Intermediate · Course · 1 - 3 Months

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    Google Cloud

    Machine Learning Operations with Vertex AI: Model Evaluation

    Skills you'll gain: MLOps (Machine Learning Operations), Generative AI, Continuous Monitoring, Predictive Modeling, System Monitoring, Google Cloud Platform, Data Ethics, Responsible AI, Machine Learning

    Intermediate · Course · 1 - 4 Weeks

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    University of California, Davis

    Predictive Models for Toxic Chemical Releases

    Skills you'll gain: Chemical Engineering, Hazard Analysis, Safety Assurance, Process Engineering, Engineering Analysis, Environmental Engineering, Engineering Calculations, Mathematical Modeling, Applied Mathematics, Differential Equations

    4.6
    Rating, 4.6 out of 5 stars
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    54 reviews

    Mixed · Course · 1 - 4 Weeks

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    University of Michigan

    Prediction Models with Sports Data

    Skills you'll gain: Forecasting, Data Processing, Predictive Modeling, Data Analysis, Risk Modeling, Market Data, Analytics, Regression Analysis, Pandas (Python Package), Python Programming, Probability & Statistics, Probability, Ethical Standards And Conduct

    4.5
    Rating, 4.5 out of 5 stars
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    41 reviews

    Intermediate · Course · 1 - 3 Months

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    O.P. Jindal Global University

    Predictive Analytics and Forecasting

    Skills you'll gain: Predictive Analytics, Business Analytics, Data Mining, Forecasting, Demand Planning, Statistical Methods, Data-Driven Decision-Making, Customer Analysis, Regression Analysis, Data Analysis, Data Processing, Data Cleansing, Classification And Regression Tree (CART), Statistical Analysis, Dimensionality Reduction, Business Communication, Unsupervised Learning, Market Analysis, Machine Learning Algorithms

    Build toward a degree

    Mixed · Course · 3 - 6 Months

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    Macquarie University

    Excel Regression Models for Business Forecasting

    Skills you'll gain: Forecasting, Regression Analysis, Time Series Analysis and Forecasting, Business Mathematics, Microsoft Excel, Statistical Modeling, Trend Analysis, Statistical Analysis, Data Visualization Software

    4.9
    Rating, 4.9 out of 5 stars
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    110 reviews

    Intermediate · Course · 1 - 3 Months

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    University of Pittsburgh

    Probability Theory and Regression for Predictive Analytics

    Skills you'll gain: Probability Distribution, Data Science, Probability & Statistics, Predictive Analytics, Probability, Statistical Modeling, Data Analysis, Regression Analysis, Statistical Analysis, Statistical Methods, Statistical Machine Learning, Bayesian Statistics, Statistical Inference, Feature Engineering, Applied Mathematics, Python Programming, Machine Learning, Algorithms

    Build toward a degree

    Beginner · Course · 1 - 4 Weeks

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In summary, here are 10 of our most popular predictive modeling courses

  • Logistic Regression with R: Build & Predict: EDUCBA
  • Generative AI Models and Transformer Networks Certification: Simplilearn
  • Deploying Machine Learning Models: University of California San Diego
  • Analytics for Decision Making: University of Minnesota
  • Practical Machine Learning: Johns Hopkins University
  • Advanced Data Analysis with Generative AI: Microsoft
  • Machine Learning Operations with Vertex AI: Model Evaluation: Google Cloud
  • Predictive Models for Toxic Chemical Releases: University of California, Davis
  • Prediction Models with Sports Data: University of Michigan
  • Predictive Analytics and Forecasting: O.P. Jindal Global University

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