Statistical Modeling Courses and Certifications

Analyzing Survey Data in Python

Learn how to analyze survey data with Python and discover when it is appropriate to apply statistical tools that are descriptive and inferential in nature.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Linear and Logistic Regression

Master fundamental regression techniques from simple linear models to logistic classification, analyzing variable relationships and building predictive models using Python.

• Udacity
• 20 hours
• On-Demand
• Paid Course

Microcredential

Statistics for Data Analysis

2 ratings at Udacity

Master statistical analysis for data-driven decision-making. Learn descriptive statistics, probability, experimentation, regression, and A/B testing. Apply skills to real-world scenarios using Python.

• Udacity
• 64 hours
• On-Demand
• Paid Course

Data Analytics Foundations Course Online (Self-Paced)

Gain a solid foundation in data analytics, studying statistics and how data informs forecasting and strategic decisions across industries, while exploring statistical modeling and analysis.

• Noble Desktop
• On-Demand
• $595.00

Modern Statistical Computing and Regression Modeling in R

Discover statistical computing with R, Excel, Tableau, and Jupyter Notebooks while mastering Monte Carlo methods and regression analysis through hands-on practice with real datasets.

• Coursera
• 11 hours 6 minutes
• On-Demand
• Paid Course

Modeling Climate Anomalies with Statistical Analysis

Learn to model climate data using statistical analysis in Python, covering data visualization, predictive modeling, and regression techniques with emphasis on practical application to climate datasets.

• Coursera
• 7 hours 21 minutes
• On-Demand
• Paid Course

Society for Industrial and Applied Mathematics

Essentials of Math Modeling - Introduction to Regression and Statistical Ideas

Explore linear regression, data transformations, and statistical concepts in mathematical modeling. Learn MATLAB examples, sensitivity analysis, and problem-solving techniques for real-world applications.

• YouTube
• 1 hour 51 minutes
• On-Demand
• Conference Talk

Labroots

Multilevel Statistical Modeling for Proteomic Experiments With Complex Designs and Isobaric Labeling

Learn advanced statistical modeling techniques for complex proteomic experiments using isobaric labeling, focusing on multilevel designs and time-series data analysis.

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

NPTEL-NOC IITM

Statistical Modeling: Gradient Descent

Dive into gradient descent, a key optimization algorithm for statistical modeling, and understand its principles and applications.

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

Institute for Pure & Applied Mathematics (IPAM)

Operator-Theoretic Approaches to Feature Extraction and Statistical Modeling of Climate Dynamics

Discover operator-theoretic methods for climate dynamics analysis, featuring kernel approaches to extract El Niño patterns and model atmospheric systems with spectral decomposition techniques.

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

Kavli Institute for Theoretical Physics

Data-driven Statistical Modeling of Nonthermal Particle Acceleration by the Kink Instability in Relativistic Jets

Explore data-driven statistical modeling of nonthermal particle acceleration by kink instability in relativistic jets, bridging plasma physics and astrophysics.

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

physicsteachers

Statistical Sense Making in Physics Education Research - Avoiding Common Statistical Modeling Issues

Discover how to avoid common statistical pitfalls in physics education research through conceptual understanding of statistical modeling and analysis methods.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Diving Deep into Regression

Master advanced regression techniques from polynomial to elastic net, with hands-on practice using real datasets for predictive modeling and performance optimization.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

London School of Economics and Political Science

Business Intelligence Analyst

Master data visualization and econometric modeling with Tableau and Excel to make data-driven business decisions and advance your analytics career.

• GetSmarter
• 6 weeks, 5 hours a week
• 29th Apr, 2026
• Paid Course

Regression Models for Prediction

Master regression modeling techniques to build predictive models using Python, covering multiple linear, polynomial, lasso and ridge regression, along with essential model evaluation metrics and visualization methods.

• CodeSignal
• 2 hours
• On-Demand
• Free Certificate