Predictive Modeling Courses and Certifications

MathWorks

Predictive Modeling and Machine Learning with MATLAB

86 reviews

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
• On-Demand
• Free Online Course (Audit)

Microcredential

Predictive Modeling with Python

19 ratings at CodeSignal

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

• CodeSignal
• On-Demand
• Free Certificate
• 5 courses

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
• On-Demand
• Free Certificate

MathWorks

Data Processing and Feature Engineering with MATLAB

55 reviews

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
• On-Demand
• Free Online Course (Audit)

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
• On-Demand
• Free Video

MathWorks Microcredential

Practical Data Science with MATLAB

31 reviews

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
• 22 weeks, 4 hours a week
• On-Demand
• Paid Course
• 4 courses

Data Preprocessing for Predictive Modeling

Master data preprocessing techniques for predictive modeling, covering missing values, outliers, feature selection, and normalization using the California Housing Dataset as a practical example.

• CodeSignal
• On-Demand
• Free Certificate

Predictive Models for Toxic Chemical Releases

48 ratings at Coursera

Learn to model and assess toxic chemical releases, evaluate hazards, and propose safety measures in chemical engineering processes.

• Coursera
• 12 hours 49 minutes
• On-Demand
• Free Online Course (Audit)

Logistic Regression using SAS - Indepth Predictive Modeling

1114 ratings at Udemy

Analytics /Machine Learning / Data Science: Statistical / Econometrics foundation, SAS Program details, Modeling demo

• Udemy
• 18 hours
• On-Demand
• Paid Course

Predictive Modeling and Analytics

602 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 52 minutes
• On-Demand
• Free Online Course (Audit)

NPTEL;  IIT Roorkee

Supply Chain Analytics

23 reviews

Learn to optimize supply chains using analytics, forecasting, inventory management, network design, and decision-making under uncertainty. Gain practical skills for strategic planning and operational efficiency.

• YouTube
• 22 hours
• On-Demand
• Free Video

Predictive Modeling, Model Fitting, and Regression Analysis

65 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
• On-Demand
• Free Online Course (Audit)

Meaningful Predictive Modeling

48 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
• On-Demand
• Free Online Course (Audit)

Introduction to Predictive Modeling

136 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
• On-Demand
• Free Online Course (Audit)

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
• On-Demand
• Free Online Course (Audit)