Statistical Inference Courses and Certifications

NPTEL;  IIT Kharagpur

Business Analytics for Management Decision

14 ratings

This course will be exclusively quantitative and an application to business/management-related problems. It is connected with problem sets and real life cases to know the relevance of a particular problem and the decision-making thereof.

• YouTube
• 1 day 15 hours
• Self-Paced
• Free Video

Statistical Thinking in Python (Part 1)

32 ratings at DataCamp

Build the foundation you need to think statistically and to speak the language of your data.

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

Statistical Thinking in Python (Part 2)

17 ratings at DataCamp

Learn to perform the two key tasks in statistical inference: parameter estimation and hypothesis testing.

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

Bayesian Data Analysis in Python

19 ratings at DataCamp

Learn all about the advantages of Bayesian data analysis, and apply it to a variety of real-world use cases!

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

Foundations of Probability in R

11 ratings at DataCamp

In this course, you'll learn about the concepts of random variables, distributions, and conditioning.

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

Introduction to Data in R

Learn the language of data, study types, sampling strategies, and experimental design.

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

Foundations of Inference in R

Learn how to draw conclusions about a population from a sample of data via a process known as statistical inference.

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

Inference for Linear Regression in R

In this course you'll learn how to perform inference using linear models.

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

Inference for Numerical Data in R

In this course you'll learn techniques for performing statistical inference on numerical data.

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

Inference for Categorical Data in R

In this course you'll learn how to leverage statistical techniques for working with categorical data.

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

Applied Statistics in Python

Explore Python-based statistical analysis to gain essential decision-making skills such as A/B testing and Bayesian models.

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

International Centre for Theoretical Sciences

Statistical Physics and Statistical Inference - Lecture 2

Explore statistical physics and inference, covering Bayesian methods, error correction, spin glasses, and advanced algorithms like belief propagation. Gain insights into phase transitions and applications in machine learning.

• YouTube
• 1 hour 43 minutes
• Self-Paced
• Free Video

NPTEL-NOC IITM

Sampling Distribution and Statistical Inference of Regression Coefficient

Explore sampling distributions of regression coefficients and conduct statistical inference to enhance your understanding of regression analysis.

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

Chemometrics & Machine Learning in Copenhagen

Statistical Inference of Omics Data with Variable-Selection

Learn statistical inference techniques for omics data analysis, focusing on variable selection methods to enhance spectral matching and predict molecular structures from LC-MS/MS spectra using chemometrics and deep learning approaches.

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

IEEE

Cookbook Lower Bounds for Statistical Inference in Distributed and Constrained Settings - Part 1

Explore statistical inference in distributed and constrained settings, focusing on lower bounds, protocols, and models for discrete distributions and high-dimensional domains.

• YouTube
• 32 minutes
• Self-Paced
• Conference Talk