Curated Logistic Regression

Curated Logistic Regression

Instructors: Kunaal Naik

Why this course?

Description

Course Curriculum

Overview of Logistic Regression
Logistic Regression – Introduction (12:00)
Logistic regression : the basics - simply explained (20:00)
Logistic Regression - VISUALIZED! (19:00)
Statistics 101: Logistic Regression, An Introduction (11:00)
Statistics 101: Logistic Regression Probability, Odds, and Odds Ratio (13:00)
Mathematical Principle of Logistic Regression for Machine Learning (22:00)
Logistic Regression - Detailed Statistics Theory
p-values: What they are and how to interpret them (11:00)
StatQuest: Logistic Regression (9:00)
Odds and Log(Odds), Clearly Explained!!! (12:00)
Logistic Regression Details Pt1: Coefficients (19:00)
Logistic Regression Details Pt 2: Maximum Likelihood (10:00)
Maximum Likelihood, clearly explained!!! (6:00)
Logistic Regression Details Pt 3: R-squared and p-value (15:00)
Probability is not Likelihood. Find out why!!! (5:00)
Regularization
Regularization Part 1: Ridge (L2) Regression (20:00)
Regularization Part 2: Lasso (L1) Regression (8:00)
Regularization Part 3: Elastic Net Regression (5:00)
Excel - Logistic Regression
Logistic Regression Using Excel Video 1 (Finding Heart Disease Probabilities) (18:00)
Logistic Regression Using Excel Video 2 - Predicting Heart Disease Probabilities (20:00)
Python - Logistic Regression
Machine Learning Tutorial with sklearn Logistic Regression (6:00)
sklearn Logistic Regression hyperparameter optimization (8:00)
Logistic Regression (Binary Classification) (19:00)
Classification Metrics
Machine Learning Fundamentals: The Confusion Matrix (7:00)
Python - Logistic Regression (From Scratch)
Logistic Regression Machine Learning Example (7:00)
Logistic Regression in Python from Scratch (12:00)
Logistic Regression Cost Function (6:00)
Gradient Descent
Logistic Regression Gradient Descent | Derivation (5:00)
Gradient Descent in 3 minutes (3:00)
The Unreasonable Effectiveness of Stochastic Gradient Descent (in 3 minutes) (4:00)
Gradient Descent, Step-by-Step (24:00)
Stochastic Gradient Descent, Clearly Explained!!! (11:00)

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