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Logistic Regression in Python

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

What does this course teach you?

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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