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

Packt

No-Code Machine Learning Using Amazon AWS SageMaker Canvas

Explore machine learning with AWS SageMaker Canvas. Build no-code models for spam detection, customer churn, and wine quality prediction. Learn data preparation, model creation, and result validation.

• Coursera
• 3 hours 35 minutes
• On-Demand
• Free Online Course (Audit)

Advanced Data Analysis with Generative AI

Master advanced data analysis techniques using generative AI for predictive modeling, time-series forecasting, text analysis, and anomaly detection. Enhance your ability to uncover hidden patterns and extract valuable insights from complex datasets.

• Coursera
• 16 hours 36 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Applied Data Science

Master practical data science skills using Python, from data analysis and visualization to predictive modeling, with hands-on projects in IBM Cloud that prepare you for real-world business challenges.

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

Corporate Finance Institute Microcredential

Practical Data Science for Data Analysts

Master Python programming and machine learning techniques for financial data analysis, from data preparation to predictive modeling using regression and classification methods.

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

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

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

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

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

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