YoVDO

Statistical Inference of Logistic Regression: Confusion Matrix, Errors, and Model Selection

Offered By: NPTEL-NOC IITM via YouTube

Tags

Statistical Inference Courses Logistic Regression Courses Model Selection Courses Multicollinearity Courses Confusion Matrix Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Learn about statistical inference in logistic regression, covering key concepts like confusion matrices, error types, and model selection. Explore the Irish Flower dataset, understand recall and precision metrics, and delve into topics such as AIC advantages, single layer perceptrons, and logistic multicollinearity in this informative 17-minute video lecture from NPTEL-NOC IITM.

Syllabus

Introduction
Irish Flower Data
Confusion Matrix
Recall and Precision
Model Selection
Advantage of AIC
Single Layer Perceptron
Logistic Multicollinearity


Taught by

NPTEL-NOC IITM

Related Courses

Regression Analysis
Indian Institute of Science Education and Research, Pune via Swayam
Econometric Methods
CEC via Swayam
Basic Econometrics
CEC via Swayam
Inference for Linear Regression in R
DataCamp
HR Analytics: Predicting Employee Churn in R
DataCamp