Predictive Modeling Courses and Certifications

Patient-Specific COVID-19 Resource Utilization Prediction Using Fusion AI Model - Amara Tariq

Explore AI-driven prediction of COVID-19 resource utilization using fusion modeling, combining patient history and current indicators for efficient healthcare planning and allocation.

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

Interactive Imitation Learning: Planning Alongside Humans

Interactive imitation learning for robots: tackling feedback-driven covariate shift and predicting human intent using graph neural networks, with applications in self-driving vehicles.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Towards Robust Radiogenomic Models for Brain Tumor Characterization - MedAI #123

Exploring stability of radiomics features in brain tumor segmentation and impact on predictive models. Investigates how stable, discriminatory features lead to generalizable radiogenomics for tumor characterization.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Introduction to Analytics Modeling

5 reviews

Learn essential analytics models and methods and how to appropriately apply them, using tools such as R, to retrieve desired insights.

• edX
• 16 weeks, 8-10 hours a week
• On-Demand
• Free Online Course (Audit)

Logistic Regression and Prediction for Health Data

Analyze binary outcomes, compare proportions, fit logistic regressions, make predictions, and assess model quality using R. Gain practical skills for health data analysis through lectures and guided coding.

• Coursera
• 11 hours 18 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Data Science for Health Research

Learn to organize, visualize, and analyze health data using R for statistical modeling, linear regression, and logistic regression to make data-informed decisions in public health.

• Coursera
• On-Demand
• Paid Course
• 3 courses

Decoding AI: A Deep Dive into AI Models and Predictions

Explore AI's fundamentals, debunk myths, and gain strategies for meaningful discussions about its societal impact. Develop critical thinking skills to navigate AI's role in various fields.

• Coursera
• 10 hours 4 minutes
• On-Demand
• Free Online Course (Audit)

The Analytics Edge (Spring 2017)

2 reviews

This course presents real-world examples in which quantitative methods provide a significant competitive edge that has led to a first order impact on some of today's most important companies.

• MIT OpenCourseWare
• 16 hours
• On-Demand
• Free Video

Linear Regression and Modeling

1706 ratings at Coursera

Explore simple and multiple linear regression models using R. Learn to fit, examine, and utilize regression for analyzing relationships between variables and making predictions.

• Coursera
• 10 hours 18 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Data Science Fundamentals

Demystify data science through key skills, techniques, and concepts. Explore analytics, statistical modeling, data engineering, big data manipulation, and data mining algorithms.

• Coursera
• 17 weeks, 1 hour a week
• On-Demand
• Paid Course
• 4 courses

Predictive Modeling, Model Fitting, and Regression Analysis

59 ratings at Coursera

Explore predictive modeling techniques, including supervised and unsupervised approaches, model fitting, and regression analysis. Develop skills in data classification, decision trees, and linear regression through hands-on activities.

• Coursera
• 4 hours 26 minutes
• On-Demand
• Free Online Course (Audit)

Diverse Data and Efficient Algorithms for Robot Learning

Explore diverse data collection and efficient algorithms for robot learning, focusing on large-scale approaches and reinforcement learning for deformable object manipulation.

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

Microcredential

Python Data Products for Predictive Analytics

Master Python for predictive analytics: Create data strategies, develop statistical models, and deploy machine learning models to make accurate predictions for business and research purposes.

• Coursera
• 22 weeks, 2 hours a week
• On-Demand
• Paid Course
• 4 courses

Code Free Data Science

201 ratings at Coursera

Gain essential data science skills using KNIME Analytics Platform. Learn predictive modeling, data manipulation, and machine learning without coding. Apply algorithms to real data and interpret results.

• Coursera
• 14 hours 17 minutes
• On-Demand
• Free Online Course (Audit)

Meaningful Predictive Modeling

47 ratings at Coursera

Evaluate and compare predictive models using diagnostic techniques and performance measures. Learn to implement training/validation/test pipelines for robust model generalization.

• Coursera
• 8 hours 33 minutes
• On-Demand
• Free Online Course (Audit)