Predictive Modeling Courses and Certifications

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

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
• 8 weeks
• On-Demand
• Free Online Course

Big Data Analytics in Healthcare

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 weeks
• On-Demand
• Free Online Course

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

Modeling Risk and Realities

2198 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
• 7 hours 25 minutes
• 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

Classification Models

Learn how to use classification predictive models to solve business problems involving non-numeric data.

• Udacity
• 2 weeks
• On-Demand
• Free Online Course