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Implementing logistic regression Part III

Implementing Decision Tree Part II

Implementing Decision Tree Part I

Logic behind Decision Tree Part III

Logic behind Decision Tree Part II

Logic behind Decision Tree Part I

Parametric and non parametric models

Terminology Related to Decision Tree

How decision tree works

Improving model performance

Feature importance

Improving model performance

Implementing Decision Tree Part II

Implementing Decision Tree Part I

Logic behind Decision Tree Part III

Logic behind Decision Tree Part II

Logic behind Decision Tree Part

Terminology Related to Decision Tree

How decision tree works

Parametric and non parametric models

Feature Generation

Categorical Encoding

Feature Preprocessing

Feature Engineering

Feature Engineering

Interpreting the Results

Verifying the Assumptions of Linear Regression Model

Training the model

Treating Multicollinearity Part II

Treating Multicollinearity

Assumptions of Linear Regression Part II

Assumptions of linear regression

Implementing Gradient Descent in Python

Steps in Gradient Descent

Understanding Gradient Descent

Finding the Parameters of the Linear Regression Model 1

Cost Function Curve

The parameters of a Linear Regression Model 1

What is Linear Regression

Model Evaluation Metrics Part II

Model Evaluation Metrics

Improving the mean regression model

Building Your First Predictive Model Regression

Feature scaling

splitting of data

creation of dummy variables

Data exploration categorical variables

Data exploration independent numerical variables

Data exploration Independent Numerical Variables

Data Exploration Target Variable Part 4

Data exploration Target variable Part 3

Data exploration Target variable Part 2

Data exploration Target variable

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