Predictive Modeling Courses and Certifications

Coursera

Statistical and Predictive Modeling for Finance

Master statistical modeling and predictive analytics for finance through regression analysis, A/B testing, and supervised learning to evaluate portfolio performance and predict credit risk.

• Coursera
• 9 hours 52 minutes
• Self-Paced
• Paid Course

EDUCBA

Analyze Data Using R for Statistical and Predictive Modeling

Master R programming for statistical analysis and predictive modeling with hands-on experience in data manipulation, visualization, and real-world business applications.

• Coursera
• 8 hours 6 minutes
• Self-Paced
• Paid Course

NPTEL-NOC IITM

Predictive Modelling

Explore predictive modeling techniques and applications for data-driven decision-making and forecasting in various domains.

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

Career Certificate

Machine Learning

16273 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/week
• Self-Paced
• Paid Course
• 4 courses

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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video

Modeling Risk and Realities

2226 ratings at Coursera

Learn to create quantitative models for informed decision-making in complex, uncertain situations. Develop skills in optimization, risk management, and predictive modeling to make data-driven choices in various business scenarios.

• Coursera
• 9 hours 25 minutes
• Self-Paced
• Paid Course

Introduction to Regression in R

Predict housing prices and ad click-through rate by implementing, analyzing, and interpreting regression analysis in R.

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