Predictive Modeling Courses and Certifications

MathWorks

Predictive Modeling and Machine Learning with MATLAB

89 ratings

Learn to build, evaluate, and optimize regression and classification models using MATLAB. Apply supervised machine learning workflows to real-world datasets and improve model performance through feature selection and hyperparameter tuning.

• Coursera
• 18 hours 52 minutes
• Self-Paced
• Paid Course

Introduction to Predictive Modeling

Gain insights into predictive modeling fundamentals using real estate data, linear regression techniques, and model evaluation methods to make data-driven decisions.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Credential

Predictive Modeling with Python

Master predictive modeling in Python through hands-on regression analysis, data preprocessing, and advanced machine learning techniques using the California Housing Dataset.

• CodeSignal
• 13 hours
• Self-Paced
• Free Certificate
• 5 courses

Predictive Modeling and Analytics

605 ratings at Coursera

Gain insights through data analysis, visualization, and predictive modeling techniques. Learn to use XLMiner for regression, classification, decision trees, and neural networks in business contexts.

• Coursera
• 10 hours 53 minutes
• Self-Paced
• Paid Course

Predictive Modeling, Model Fitting, and Regression Analysis

75 ratings at Coursera

Explore predictive modeling techniques, including supervised and unsupervised approaches, model fitting, and regression analysis. Develop skills in data classification, decision trees, and linear regression through hands-on activities.

• Coursera
• 4 hours 26 minutes
• Self-Paced
• Paid Course

Meaningful Predictive Modeling

49 ratings at Coursera

Evaluate and compare predictive models using diagnostic techniques and performance measures. Learn to implement training/validation/test pipelines for robust model generalization.

• Coursera
• 8 hours 33 minutes
• Self-Paced
• Paid Course

Introduction to Predictive Modeling

144 ratings at Coursera

Learn predictive modeling with linear regression and time series forecasting using Excel. Gain practical skills in data preparation, model fitting, interpretation, and forecasting for real-world decision-making.

• Coursera
• 12 hours 22 minutes
• Self-Paced
• Paid Course

Predictive Modeling and Transforming Clinical Practice

This course teaches you the fundamentals of transforming clinical practice using predictive models. This course examines specific challenges and methods of clinical implementation, that clinical data scientists must be aware of when developing their pred…

• Coursera
• 11 hours 31 minutes
• Self-Paced
• Paid Course

EDUCBA

Predictive Modeling with Python: Apply & Evaluate

Master predictive modeling with Python through hands-on regression, logistic regression, and credit risk analysis using real datasets and performance evaluation techniques.

• Coursera
• 14 hours 45 minutes
• Self-Paced
• Paid Course

Coursera

Statistical Thinking & Predictive Modeling

Master statistical thinking and predictive modeling—from hypothesis testing and regression to classification models and CLV prediction—building portfolio-ready skills for data analyst or ML roles.

• Coursera
• 12 hours
• Self-Paced
• Paid Course

Predictive Modeling Fundamentals I

Learn predictive modeling fundamentals, including CRISP-DM methodology, common techniques, and hands-on practice with IBM SPSS Modeler to solve real-world data challenges.

• Cognitive Class
• 6 hours
• Self-Paced
• Free Online Course

MathWorks

Data Processing and Feature Engineering with MATLAB

57 ratings

In this course, you will build on the skills learned in Exploratory Data Analysis with MATLAB to lay the foundation required for predictive modeling.

• Coursera
• 20 hours 6 minutes
• Self-Paced
• Paid Course

Julia Silge

Predictive Modeling in R With Tidymodels and NFL Attendance

Learn to train predictive models using R's tidymodels framework and NFL game attendance data. Explore data splitting, model building, evaluation, and results visualization techniques.

• YouTube
• 41 minutes
• Self-Paced
• Free Video

Bryan Cafferky

Understanding Predictive Modeling with R

Learn to create predictive models using R, covering key concepts, training techniques, and practical demonstrations. Gain insights into model selection and explore various applications in data analysis.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

MathWorks Credential

Practical Data Science with MATLAB

31 ratings

Develop practical data science skills using MATLAB for visualization, analysis, and modeling. Learn to process data, engineer features, and apply machine learning techniques across various industries without becoming a full-time developer.

• Coursera
• 8 weeks, 4 hours/week
• Self-Paced
• Paid Course
• 4 courses