Predictive Models Courses and Certifications

Mathematical Decision Making: Predictive Models and Optimization

64 ratings at The Great Courses Plus

Handle complex decisions with ease and confidence using powerful mathematical concept in this course taught by an award-winning mathematician.

• The Great Courses Plus
• 12 hours 28 minutes
• Self-Paced
• Free Trial Available

Biomedical Informatics Strategies to Enhance Individualized Predictive Models

Explore strategies for enhancing individualized predictive models in biomedical informatics, focusing on cutting-edge approaches and their potential impact on personalized healthcare.

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

Introduction to Spreadsheets and Models

6 ratings

Learn essential spreadsheet skills for data analysis and modeling. Master formulas, functions, and tools to create powerful business models and make informed decisions.

• Coursera
• 7 hours 59 minutes
• Self-Paced
• Paid Course

Accounting Analytics

6 ratings

Explore how financial and non-financial data drive performance, forecast scenarios, and inform strategy. Learn to analyze ratios, detect earnings management, use big data models, and link metrics to financial outcomes.

• Coursera
• 11 hours 47 minutes
• Self-Paced
• Paid Course

AI in Healthcare Series - Leveraging GPT-5, Cosmos, and Predictive Models for Better Outcomes

Explore cutting-edge AI models like GPT-5 and Cosmos transforming healthcare through predictive analytics, clinical workflow integration, and improved patient outcomes.

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

Practical Predictive Analytics: Models and Methods

323 ratings at Coursera

Explore statistical experiment design, analytics, and machine learning methods. Learn to design experiments, analyze results, and apply classification and unsupervised learning techniques to solve real-world problems.

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

Data Science Capstone

1240 ratings at Coursera

The capstone project class will allow students to create a usable/public data product that can be used to show your skills to potential employers. Projects will be drawn from real-world problems and will be conducted with industry, government, and academ…

• Coursera
• 5-6 hours
• Self-Paced
• Paid Course

Advanced Dimensionality Reduction in R

Learn how to apply advanced dimensionality techniques such as t-SNE and GLRM.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Predictive Models for Toxic Chemical Releases

60 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
• Self-Paced
• Paid Course

Fields Institute

Balancing Interpretability and Predictive Accuracy in Mathematical Models of T Cell Activation

Explore mathematical modeling approaches for T cell activation, examining the trade-offs between model interpretability and accuracy in immunological systems.

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

Institute for Pure & Applied Mathematics (IPAM)

Developing Predictive Models Using Minimally-Invasive Biomarkers - Part 2

Explore predictive modeling techniques using minimally-invasive biomarkers like liquid biopsies and patient-reported outcomes to forecast cancer treatment response and disease progression.

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

Institute for Pure & Applied Mathematics (IPAM)

Developing Predictive Models Using Minimally-Invasive Biomarkers - Part 1/2

Discover how to build predictive cancer models using liquid biopsy and patient-reported outcomes to forecast disease progression with minimal patient burden.

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

Simons Institute

Debugging Genomic Profiling Experiments and Predictive Models with Interpretation Tools

Explore deep learning models in genomics, uncovering latent biases and technical artifacts. Learn to design efficient models that correct biases and reveal novel insights into gene regulation.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Finnish Center for Artificial Intelligence FCAI

VMS: Interactive Visualization to Support the Sensemaking and Selection of Predictive Models

Explore interactive visualization for comparing and selecting predictive models, integrating performance, instance, and feature-level analysis to support informed decision-making in machine learning.

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

Computational Genomics Summer Institute CGSI

Interpretability and Out-of-Distribution Generalization in Deep Predictive Models

Explore interpretability and out-of-distribution generalization in deep predictive models, focusing on nuisance-induced spurious correlations and real-time Shapley value estimation techniques.

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