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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

    Apply and Predict: Time Series Forecasting in Excel

    Skills you'll gain: Regression Analysis, Time Series Analysis and Forecasting, Forecasting, People Analytics, Trend Analysis, Microsoft Excel, Statistical Modeling, Correlation Analysis, Predictive Analytics, Statistical Analysis, Data Analysis Software, Analytical Skills, Probability & Statistics, Graphing, Climate Change Adaptation, Data Manipulation

    Mixed · Course · 1 - 3 Months

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    University of California San Diego

    Meaningful Predictive Modeling

    Skills you'll gain: Model Evaluation, Predictive Modeling, Data Validation, Regression Analysis, Supervised Learning, Feature Engineering, Python Programming, Statistical Methods, Machine Learning Methods, Data Preprocessing, Classification Algorithms, Natural Language Processing

    4.3
    Rating, 4.3 out of 5 stars
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    48 reviews

    Intermediate · Course · 1 - 4 Weeks

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    Dartmouth College

    Predictive Analytics

    Skills you'll gain: Business Ethics, Predictive Modeling, Predictive Analytics, Scikit Learn (Machine Learning Library), Model Evaluation, Digital Transformation, Data-Driven Decision-Making, Feature Engineering, Regression Analysis, Supervised Learning, Python Programming, Cloud Computing, Data Quality, Classification Algorithms, Artificial Neural Networks

    Intermediate · Course · 1 - 3 Months

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    EDUCBA

    Deep Learning with R: Build & Predict Neural Networks

    Skills you'll gain: Plot (Graphics), Data Visualization Software, R Programming, Scatter Plots, Regression Analysis, Statistical Modeling, Predictive Modeling, Artificial Neural Networks, Data Science, Deep Learning, Model Evaluation, Descriptive Statistics, Predictive Analytics, Statistical Methods, Data Manipulation, Data Preprocessing, Performance Testing

    Mixed · Course · 1 - 4 Weeks

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    Illinois Tech

    Model Diagnostics and Remedial Measures

    Skills you'll gain: Model Evaluation, Data Validation, Regression Analysis, Plot (Graphics), Statistical Modeling, Data Transformation, Correlation Analysis, Statistical Analysis, R Programming, Statistical Inference, Statistical Hypothesis Testing, Probability Distribution, Linear Algebra

    Build toward a degree

    4.9
    Rating, 4.9 out of 5 stars
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    9 reviews

    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

    4.6
    Rating, 4.6 out of 5 stars
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    54 reviews

    Mixed · Course · 1 - 4 Weeks

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    EDUCBA

    Logistic Regression with R: Build & Predict

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

    Mixed · Course · 1 - 4 Weeks

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    EDUCBA

    Predictive Analytics Model for Term Deposit Investment

    Skills you'll gain: Classification And Regression Tree (CART), Model Evaluation, Predictive Analytics, Predictive Modeling, Decision Tree Learning, Data Preprocessing, Data-Driven Decision-Making, Marketing Analytics, Feature Engineering, Classification Algorithms, Financial Forecasting, Performance Tuning

    Mixed · Course · 1 - 4 Weeks

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    Simplilearn

    Foundations of Generative AI Models

    Skills you'll gain: Generative Model Architectures, Retrieval-Augmented Generation, Generative AI, Generative Adversarial Networks (GANs), Autoencoders, Model Evaluation, Large Language Modeling, Real Time Data, Scalability, Responsible AI, Transfer Learning, Natural Language Processing

    Beginner · Course · 1 - 4 Weeks

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    Johns Hopkins University

    Practical Machine Learning

    Skills you'll gain: Model Evaluation, Predictive Modeling, Machine Learning Algorithms, Statistical Machine Learning, Feature Engineering, Supervised Learning, Predictive Analytics, Applied Machine Learning, Data Preprocessing, R Programming, Classification Algorithms, Machine Learning, Random Forest Algorithm, Regression Analysis, Exploratory Data Analysis, Data Wrangling

    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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    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, Data Preprocessing, Regression Analysis, Data Analysis, Dimensionality Reduction, Business Communication, Unsupervised Learning, Market Analysis, Logistic Regression, Classification Algorithms, Artificial Neural Networks

    Build toward a degree

    Mixed · Course · 3 - 6 Months

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    University of California San Diego

    Deploying Machine Learning Models

    Skills you'll gain: Model Deployment, Data Manipulation, MLOps (Machine Learning Operations), Flask (Web Framework), Application Deployment, Data Preprocessing, Django (Web Framework), Web Applications, Predictive Modeling, Machine Learning, 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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In summary, here are 10 of our most popular predictive modeling courses

  • Apply and Predict: Time Series Forecasting in Excel: EDUCBA
  • Meaningful Predictive Modeling: University of California San Diego
  • Predictive Analytics: Dartmouth College
  • Deep Learning with R: Build & Predict Neural Networks: EDUCBA
  • Model Diagnostics and Remedial Measures: Illinois Tech
  • Predictive Models for Toxic Chemical Releases: University of California, Davis
  • Logistic Regression with R: Build & Predict: EDUCBA
  • Predictive Analytics Model for Term Deposit Investment: EDUCBA
  • Foundations of Generative AI Models: Simplilearn
  • Practical Machine Learning: Johns Hopkins University

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