Predictive Modeling Courses and Certifications

Microcredential

IBM Data Science

Develop in-demand data science skills, from databases to machine learning, using Python and essential tools. Build a project portfolio and prepare for a high-growth career in data analysis and insights.

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

Coursera Instructor Network

Data Science for Professionals

Learn to leverage data science techniques for informed decision-making and valuable insights. Covers data wrangling, statistical analysis, visualization, and predictive modeling using Python and machine learning algorithms.

• Coursera
• 1 hour 38 minutes
• On-Demand
• Paid Course

Coursera Instructor Network

GenAI for Data Scientist

Explore Generative AI's impact on data science, learning its technical workings and practical applications. Enhance analytical precision and foster innovation in your data-driven projects.

• Coursera
• 2 hours 9 minutes
• On-Demand
• Paid 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

Ken Jee

Sports Analytics

4 reviews

Explore sports analytics through diverse projects, data scraping, and statistical analyses. Learn to predict outcomes, simulate games, and gain insights into various sports using data science techniques.

• YouTube
• 4 hours 30 minutes
• On-Demand
• Free Video

Linear Regression and Linear Models

Learn powerful statistical tools: linear regression and models. Predict continuous values using various data types. Covers least squares, multiple regression, t-tests, ANOVA, and R implementation.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

Logistic Regression

Learn to predict discrete outcomes using logistic regression, covering coefficients, maximum likelihood, R-squared, p-values, deviance, and practical implementation in R.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

XGBoost

Learn to implement XGBoost for regression and classification, explore its mathematical foundations, and master advanced optimizations in Python.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

Parables from Complex Systems and Their Possible Meanings for Our Lives - Lecture 2

Explore complex systems through parables, examining prediction models, chaos theory, and market dynamics to gain insights applicable to everyday life and decision-making.

• YouTube
• 1 hour 58 minutes
• On-Demand
• Free Video

Harnessing Chaos and Predicting the Unpredictable with Artificial Intelligence

Explore how Reservoir Computing and AI can predict chaotic systems like weather and brain dynamics, pushing beyond traditional forecasting limits and combining knowledge-free and knowledge-based approaches.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video

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
• On-Demand
• Free Video

Using Computation to Drive the Self-Assembly of Complex Structures

Explore computational approaches for driving self-assembly of complex structures, unlocking new possibilities in materials science and nanotechnology.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Using Networks to Make Predictions

Explore how network science aids in predicting outcomes, from flu vaccine efficacy to citation patterns, using mathematical models and computer simulations for informed decision-making.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

Networks: Insights into Complex Systems and Social Structures - Mark Newman

Explore how network analysis reveals community leaders, predicts voting patterns, and improves transportation efficiency. Discover insights from network science across various domains.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Early Warning Signals for Dynamics on Networks

Explore early warning signals for network dynamics, uncovering predictive indicators and their applications in complex systems analysis.

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