Predictive Models Courses and Certifications

Analyzing Election and Polling Data in R

Learn R for data science by wrangling, visualizing, and modeling political data like polls and election results.

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

Survival Analysis in Python

Use survival analysis to work with time-to-event data and predict survival time.

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

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

Introduction to TensorFlow in R

Learn how to use TensorFlow, a state-of-the-art machine learning framework that specializes in the ability to develop deep learning neural networks.

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

Always wanted to compete in a Kaggle competition but not sure you have the right skill set? In this course, you'll learn to predict survival rate for Kaggle's Titanic competition.

• DataCamp
• Self-Paced
• Free Trial Available

Career Certificate

Data Science & AI Certificate Online (Self-Paced)

Master Python, SQL, automation, and machine learning for data science careers. Develop programming, data analysis, and predictive modeling skills in this beginner-friendly program.

• Noble Desktop
• Self-Paced
• $3,995.00

TED

Embracing Complexity: Integrating Data for Predictive Disease Models

Explore how supercomputing and biology integration revolutionizes disease research, breaking linear thinking to uncover complex pathways and innovative treatments.

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

Linear Regression and Modeling

1787 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 33 minutes
• Self-Paced
• Paid Course

Fairness, Accountability, and Transparency in Predictive Models for Criminal Justice

Explore fairness, accountability, and transparency in predictive modeling for criminal justice, with examples highlighting their importance in real-world applications.

• YouTube
• 1 hour 3 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

PASS Data Community Summit

Comparing Predictive Models from R, Python, SSAS, and Azure ML

Explore techniques for evaluating and comparing predictive models across R, Python, SSAS, and Azure ML, with insights on integrating diverse tools for optimal data mining results.

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Conference Talk

Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

A City Digital Twin for Sustainable Mobility: Big Data Analytics and Predictive Models

Explore big data analytics and predictive models for sustainable urban mobility using digital twin technology.

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

Toronto Machine Learning Series (TMLS)

A Cookbook for Deep Continuous-Time Predictive Models

Explore deep continuous-time predictive models for irregularly-sampled time series, from feedforward approaches to latent-variable stochastic differential equations.

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

Data Science Festival

Scaling Paid Marketing with Automation and Predictive Models

Discover strategies for scaling paid marketing through automation and predictive modeling, enhancing budget planning and optimization for improved marketing efficiency.

• YouTube
• 46 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