Statistical Modeling Courses and Certifications

INI Seminar Room 2

Extreme Events: Model Selection and the Value of Data

Delve into advanced statistical approaches for predicting extreme events, exploring model selection methods and data-driven engineering principles with MIT Professor Sapsis.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

ICTP-SAIFR

Stochastic Methods for Modeling and Analyzing Complex Data

Explore stochastic methods for modeling and analyzing complex data with insights from the Physics of Life workshop at ICTP-SAIFR.

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

Chemometrics & Machine Learning in Copenhagen

Causality in Latent Space - PLS in Digitalized Industry 4.0

Explore how Partial Least Squares Regression models causality in latent space, focusing on practical applications for Industry 4.0 and multivariate statistical analysis.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Regression Analysis – Fundamentals & Practical Applications

89 ratings at Corporate Finance Institute

Explore the Essentials of Linear Regression: Building and Applying Models in Excel and Python for Real-World Data Analysis Delve into the core principles of linear regression analysis and its significance in understanding variable relationships

• Corporate Finance Institute
• 2 hours 29 minutes
• Self-Paced
• Paid Course

Credential

Statistics with Python

3345 ratings at Coursera

Learn statistical analysis using Python, from data collection and visualization to advanced modeling, enhancing your ability to answer research questions with data-driven insights.

• Coursera
• 4 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 3 courses

Introduction to Regression in R

29 ratings at DataCamp

Predict housing prices and ad click-through rate by implementing, analyzing, and interpreting regression analysis in R.

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

Case Study: Exploratory Data Analysis in R

15 ratings at DataCamp

Use data manipulation and visualization skills to explore the historical voting of the United Nations General Assembly.

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

ARIMA Models in R

17 ratings at DataCamp

Become an expert in fitting ARIMA (autoregressive integrated moving average) models to time series data using R.

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

Bayesian Regression Modeling with rstanarm

11 ratings at DataCamp

Learn how to leverage Bayesian estimation methods to make better inferences about linear regression models.

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

Statistical Inference in R

A core set of skills in statistical inference necessary to understand, interpret, and tune your statistical & machine learning models.

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

Fraud Detection in R

Explore fraud detection techniques using R, covering anomaly detection, social network analysis, handling imbalanced data, and applying robust statistics for effective fraud prevention.

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

Mixture Models in R

Learn mixture models: a convenient and formal statistical framework for probabilistic clustering and classification.

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

R For SAS Users

Learn how to translate your SAS knowledge into R and analyze data using this free and powerful software language.

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

Time Series with data.table in R

Master time series data manipulation using data.table in R. Learn efficient techniques for handling large datasets, performing feature engineering, and building statistical models with financial data.

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

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
• Self-Paced
• Free Trial Available