Predictive Modeling Courses and Certifications

MathWorks

Predictive Modeling and Machine Learning with MATLAB

89 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
• Paid Course

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
• 13 hours
• 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
• 3 hours
• On-Demand
• Free Certificate

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
• On-Demand
• Paid Course

MathWorks

Data Processing and Feature Engineering with MATLAB

57 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
• 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
• 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
• 8 weeks, 4 hours a week
• On-Demand
• Paid Course
• 4 courses

Microcredential

Big Data

16 reviews

Gain hands-on experience with big data tools and systems. Learn to organize, analyze, and interpret data for better business decisions. Apply insights to real-world problems through predictive modeling and graph analytics.

• Coursera
• 12 weeks, 10 hours a week
• On-Demand
• Paid Course
• 6 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
• 3 hours
• On-Demand
• Free Certificate

Predictive Models for Toxic Chemical Releases

56 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
• Paid Course

Logistic Regression using SAS - Indepth Predictive Modeling

1147 ratings at Udemy

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

• Udemy
• 17 hours 57 minutes
• On-Demand
• Paid Course

Coursera Microcredential

User Retention Analytics

Master cohort analysis, funnel optimization, and predictive modeling to transform user data into actionable insights that boost retention and drive strategic decisions.

• Coursera
• 4 weeks, 10 hours a week
• On-Demand
• Paid Course
• 5 courses

EDUCBA

Predictive Models: Build, Explore Data & Deploy

Master the complete predictive modeling lifecycle from data exploration to production deployment using real banking data and industry-standard evaluation techniques.

• Coursera
• 6 hours
• On-Demand
• Paid Course

EDUCBA

Analyze and Predict Card Purchases Using R

Master predictive modeling in R by analyzing customer data, building logistic regression and decision tree models, and evaluating performance to accurately predict card purchase behavior.

• Coursera
• 5 hours 24 minutes
• On-Demand
• Paid Course

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
• On-Demand
• Paid Course