Statistical Inference - Maximum Likelihood

Introduction

What this guide covers

Introduction introduction introduction Statistical Inference

Overview

Topics covered

• Introduction
• Maximum Likelihood
• Statistical Estimation Problem
• Quality Criteria of an Estimator
• The Likelihood Function
• Log-Likelihood

Related concepts

Main connections

• Maximum likelihood estimation
• Variance & standard deviation
• Calculus & differentiation
• Linear algebra & matrices
• Mathematical optimization & gradients
• Logistic regression

Compatible notation

Mathematical sample in LaTeX

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