Predictive Modeling Courses and Certifications

Predictive Models for Toxic Chemical Releases

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)

Institute for Pure & Applied Mathematics (IPAM)

Causality Matters in Medical Imaging

Explore causal reasoning in medical imaging, addressing data scarcity and mismatch challenges. Gain insights on predictive models, semi-supervision limitations, and strategies for successful machine learning implementation.

• YouTube
• 54 minutes
• On-Demand
• Free Video

Alfredo Canziani

Prediction and Planning Under Uncertainty

Explore prediction and planning in uncertain environments, covering model predictive control, stochastic scenarios, and practical applications in AI decision-making.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

Learning with Small Data - Part 2

Explore machine learning techniques for small datasets, combining domain knowledge with ML models to enhance predictions and leverage unlabeled data for improved accuracy.

• YouTube
• 25 minutes
• On-Demand
• Free Video

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

Simons Institute

Relational Predictive Reasoning in Brains and Machines

Exploring predictive models in deep learning, comparing AI and brain representations, and discussing Graph Neural Networks for simulating complex dynamical systems.

• YouTube
• 37 minutes
• On-Demand
• Free Video

Open Data Science

Buy or Wait? How the Bunny Predicts When to Buy Your Plane Ticket

Discover how to save on airfare using data-driven predictions. Learn about price fluctuations, optimal buying times, and strategies to secure the best deals for your travel plans.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Open Data Science

Introducing Machine Learning to a Pet Insurance Company

Explore machine learning applications in pet insurance, focusing on customer churn and claims projection. Learn about data analysis, predictive modeling, and effective communication of results.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Open Data Science

Propensity Model for Marketing Campaign in eCommerce Industry

Learn to develop propensity models for targeted marketing campaigns in e-commerce using machine learning algorithms. Discover key drivers of customer data to predict subscription probability and improve conversion rates.

• YouTube
• 27 minutes
• On-Demand
• Free Video

MathWorks

Predictive Modeling and Machine Learning with MATLAB

78 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
• 22 hours 12 minutes
• On-Demand
• Free Online Course (Audit)

MathWorks

Data Processing and Feature Engineering with MATLAB

50 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)

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

NPTEL;  IIT Roorkee

Supply Chain Analytics

21 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

Modelos predictivos con Machine Learning

25 reviews

En este curso conocerás los fundamentos del aprendizaje automático y como crear modelos de predicción, regresión y clasificación con ayuda de Python. Explorarás problemas de clasificación, regresión, series de tiempo, agrupamiento y sistemas expertos.

• edX
• 4 weeks, 6-8 hours a week
• On-Demand
• Free Online Course (Audit)

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
• 35 weeks, 3 hours a week
• On-Demand
• Paid Course
• 6 courses