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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

    Regression & Forecasting for Data Scientists using Python

    Skills you'll gain: Time Series Analysis and Forecasting, Exploratory Data Analysis, Feature Engineering, Statistical Analysis, Forecasting, Regression Analysis, Python Programming, Data Analysis, Predictive Modeling, Pandas (Python Package), Scikit Learn (Machine Learning Library), Machine Learning Algorithms, Supervised Learning, Data Cleansing, Data Transformation

    4.6
    Rating, 4.6 out of 5 stars
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    42 reviews

    Intermediate · Course · 1 - 4 Weeks

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    University of Pennsylvania

    Intro to Predictive Analytics Using Python

    Skills you'll gain: Feature Engineering, Unsupervised Learning, Predictive Modeling, Predictive Analytics, Decision Tree Learning, Classification And Regression Tree (CART), Supervised Learning, Forecasting, Random Forest Algorithm, Scikit Learn (Machine Learning Library), Data Analysis, Regression Analysis, Machine Learning, Python Programming

    Beginner · Course · 1 - 4 Weeks

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    IBM

    Applied Data Science

    Skills you'll gain: Exploratory Data Analysis, Data Wrangling, Dashboard, Data Visualization Software, Plotly, Data Visualization, Interactive Data Visualization, Data Transformation, Data Analysis, Data Cleansing, Data Manipulation, Pandas (Python Package), Data Presentation, Predictive Modeling, Data Science, Data Import/Export, Programming Principles, Web Scraping, Python Programming, Machine Learning

    Build toward a degree

    4.6
    Rating, 4.6 out of 5 stars
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    61K reviews

    Beginner · Specialization · 3 - 6 Months

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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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    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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    EDUCBA

    SPSS: Apply & Interpret Logistic Regression Models

    5
    Rating, 5 out of 5 stars
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    10 reviews

    Mixed · 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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    Coursera

    Energy Modeling: Predicting & Optimizing Consumption

    Skills you'll gain: Energy and Utilities, Mathematical Modeling, Predictive Analytics, Google Gemini, Data-Driven Decision-Making, Forecasting, Analytics, Electrical Systems, Data Analysis, Capacity Management, 3D Modeling, Simulation and Simulation Software, Simulations, Sustainable Technologies, Time Series Analysis and Forecasting, Facility Management, Data Visualization, Artificial Intelligence, Search Engine Optimization

    Intermediate · Course · 1 - 4 Weeks

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    Dartmouth College

    Predictive Analytics

    Skills you'll gain: Business Ethics, Predictive Modeling, Predictive Analytics, Advanced Analytics, Scikit Learn (Machine Learning Library), Digital Transformation, Business Analytics, Data-Driven Decision-Making, Feature Engineering, Applied Machine Learning, Statistical Modeling, Classification And Regression Tree (CART), Big Data, Regression Analysis, Supervised Learning, Python Programming, Data Quality, Cloud Platforms, Performance Metric, Artificial Neural Networks

    Intermediate · Course · 1 - 3 Months

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    EDUCBA

    Python: Master House Price Prediction with Linear Regression

    Skills you'll gain: Feature Engineering, Exploratory Data Analysis, Predictive Modeling, Predictive Analytics, Regression Analysis, Supervised Learning, Data Analysis, Scikit Learn (Machine Learning Library), Data Cleansing, Statistical Modeling, Data Validation, Data Transformation, Pandas (Python Package), Matplotlib

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

  • Regression & Forecasting for Data Scientists using Python: EDUCBA
  • Intro to Predictive Analytics Using Python: University of Pennsylvania
  • Applied Data Science: IBM
  • Advanced Data Analysis with Generative AI: Microsoft
  • Practical Machine Learning: Johns Hopkins University
  • SPSS: Apply & Interpret Logistic Regression Models: EDUCBA
  • Predictive Models for Toxic Chemical Releases: University of California, Davis
  • Energy Modeling: Predicting & Optimizing Consumption: Coursera
  • Predictive Analytics: Dartmouth College
  • Python: Master House Price Prediction with Linear Regression: EDUCBA

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