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Python 301 - Object-Oriented Python

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Data Science with Python by Great Learning

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Curriculum

Basics of Statistics

Descriptive Statistics

Cardio Good Fitness Case Study for Descriptive Statistics

Measures of Central Tendency

Measures of Dispersion

Understanding Distributions & Histograms

Box Plots

Summarizing Data

Pair Plots

Types of Data

Univariate statistical plots and usage

Bivariate Statistics

Multivariate Statistics

Intro to python

Variables in Python

Datatypes in Python

Operators in Python

Strings in Python

Tuples

Lists

Dictionary

Sets

If Statement

Looping while

For Loop

Functions in python

Class and Objects in Python

Inheritance using code in Python

Introduction to NumPy Array

Numpy Shape

NumpyAarray Arithmetic

Joining NumPy Arrays

Series object

Dataframe

Data Visualization-Matplotlib

Intro to Linear Regression

Models and Maths for Linear Regression

Relationship between the Independent variable and the Target variable

Coefficient of Correlation

Variance and Coefficient of Determinant

Linear Regression Assumptions

Advantages and Disadvantages

Data Preprocessing Demo

Density Graphs demo

Statistics Demo

Intro to Logistic Regression

Sigmoid Curve and Logloss Function

Model Cases of Logistic Regression

Advantages and Disadvantages of Logistic Regression

Practice with Data Sets

Related Python Courses

100 Days of Code: The Complete Python Pro Bootcamp

Data Visualization with Python

Data Analysis with Python

Introduction to Python for AI Programmers

Python for Data Science

Packages in Python

How to master python for data science

Fibonacci Series in Python

Python Programming in Hindi

Web Scraping with Python

Linked List in Python

Ask me Anything on Python and Data Science

Graphs in Python

Android App with Python

Python 301 - Object-Oriented Python

Introduction to Python

Learn Python

Introduction to Web Scraping Libraries

Digital Clock in Python

Python for Programmers

Python Automation Project

Language Translator in Python

Certificate in NumPy

Python Project Ideas

Codio: Python Programming: Basic Skills

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