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Logistic regression in Python tutorial for beginners. You can do Predictive modeling using Python after this course.

Introduction

Welcome to the course!

Introduction to Machine Learning

Introduction to Machine Learning
Course Resources
Building a Machine Learning model

Basics of Statistics

Types of Data
Types of Statistics
Describing data Graphically
Measures of Centers
Practice Exercise 1
Measures of Dispersion
Practice Exercise 2

Setting up Python and Jupyter Notebook

Installing Python and Anaconda
Opening Jupyter Notebook
Introduction to Jupyter
Arithmetic operators in Python: Python Basics
Strings in Python: Python Basics
Lists, Tuples and Directories: Python Basics
Working with Numpy Library of Python
Working with Pandas Library of Python
Working with Seaborn Library of Python

Data Preprocessing

Gathering Business Knowledge
Data Exploration
The Dataset and the Data Dictionary
Data Import in Python
Project Exercise 1
Univariate analysis and EDD
EDD in Python
Project Exercise 2
Outlier Treatment
Outlier treatment in Python
Project Exercise 3
Missing Value Imputation
Missing Value Imputation in Python
Project Exercise 4
Seasonality in Data
Variable Transformation
Variable transformation and Deletion in Python
Project Exercise 5
Dummy variable creation: Handling qualitative data
Dummy variable creation in Python
Project Exercise 6

Classification Models

Three Classifiers and the problem statement
Why can't we use Linear Regression?
Logistic Regression
Training a Simple Logistic Model in Python
Project Exercise 7
Result of Simple Logistic Regression
Quiz
Logistic with multiple predictors
Training multiple predictor Logistic model in Python
Project Exercise 8
Confusion Matrix
Creating Confusion Matrix in Python
Evaluating performance of model
Evaluating model performance in Python
Project Exercise 9
Quiz

Linear Discriminant Analysis (LDA)

Linear Discriminant Analysis
LDA in Python
Project Exercise 10

Test-Train Split

Test-Train Split
Test-Train Split in Python
Project Exercise 11
Quiz

K-Nearest Neighbors classifier

K-Nearest Neighbors classifier
K-Nearest Neighbors in Python: Part 1
K-Nearest Neighbors in Python: Part 2
Project Exercise 12

Understanding the Results

Understanding the results of classification models
Summary of the three models
The Final Exercise!

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LOGISTIC REGRESSION COURSE

Added 3 months ago

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100% OFF

LOGISTIC REGRESSION COURSE

Added 3 months ago

Coupon code expired

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