Predictive Modeling Courses and Certifications

Advanced Predictive Modeling: Mastering Ensembles and Metamodeling

80 ratings at LinkedIn Learning

Learn how to use ensembles and metamodeling to create more accurate predictive models.

• LinkedIn Learning
• 1 hour 11 minutes
• On-Demand
• Free Trial Available

Microcredential

Machine Learning

16265 ratings at Coursera

Gain practical experience in prediction, classification, clustering, and information retrieval through case studies. Learn to analyze complex datasets and build adaptive, intelligent systems.

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

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
• On-Demand
• Free Online Course

Mining Spatial and Spatio-Temporal Datasets: Challenges and Approaches

Explore spatial data mining techniques, including hotspots, outliers, and predictive models. Learn about spatial autocorrelation, statistical foundations, and research challenges in this field.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

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

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

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

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

Toronto Machine Learning Series (TMLS)

Retail AI Use Case: Building a Demand Prediction Model

Explore retail AI demand prediction models, KPIs, and implementation strategies for effective business use cases in the retail industry.

• YouTube
• 42 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

CSE 8803 Special Topics: Big Data

In this course, we introduce the characteristics of medical data and associated data mining challenges on dealing with such data. We cover various algorithms and systems.

• Udacity
• 8 hours
• On-Demand
• Free Online Course

AT&T

Model Building and Validation

6 reviews

This course will teach you how to start from scratch in understanding and paying attention to what is important in the data and how to answer questions about data.

• Udacity
• 4 hours
• On-Demand
• Free Online Course

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
• On-Demand
• Free Video