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Introduction to Multipurpose Language
Different Types of Variable in Python
Understanding For loops and How do they Work
What are while loops and How do they work in Python
Introduction to If-Else Datatypes
Python Collection Types (Lists)
Python Collection Datatypes (Tuples)
Python Lists and Loops
Dictionaries in Python
Sets
Importing NumPy and Arrays
Matrices 2D Array
Matrix Operations
Functions
User Defined Functions
Scopes in Functions
Methods used in Python
Object Oriented Programming (OOPS) in Python
Python Exceptional Handling
Regular Expressions
Data Frames
How to Export .csv files as Data Frames
Why Data Pre Processing?
Treating your Data
Introduction to Matplotlib and Seaborn
Handson Various Charts and Syntax (Part-1)
Handson Various Charts and Syntax (Part-2)
Hands on Various Charts and Syntax (Part-3)
Hands on Various Charts and Syntax (Part-4)
Hands on Various Charts and Syntax (Part-5)
Hands on Various Charts and Syntax (Part-6)
Hands on Various Charts and Syntax (Part-7)
Introduction to Machine Learning
Simple Linear Regression (Part-1)
Simple Linear Regression (Part - 2)
Simple Linear Regression (Part-3)
Simple Linear Regression (Part-4)
Simple Linear Business Problem (Part-1)
Simple Linear Regression Business Problem (Part-2)
Simple Linear Regression Business Problem (Part-3)
Multi-Linear Regression and Intuition (Part-1)
Multi-Linear Regression and Intuition (Part-2)
Multi-Linear Regression and Intuition (Part-3)
Multi-Linear Regression and Intuition (Part-4)
Multi-Linear Regression and Intuition (Part-5)
Multi-Linear Regression Business Problem (Part-1)
Multi-Linear Regression Business Problem (Part-2)
Polynomial Regression
Polynomial Regression Business Problem and Implementation
Decision Tree
Random Forest Intuition
Decision Tree and Random Forest Implementation (Part-1)
Decision Tree and Random Forest Implementation (Part-2)
Logistic Regression
Hands on Logistic Regression (Part-1)
Hands on Logistic Regression (Part-2)
Decision Tree Classification
Hands on Decision Tree
Decision Tree Intuition
Random Forest Intuition
Hands on Random Forest Intuition
Support Vector Machine
Hands on Support Vector Machine
Naive Bayes
Hands on Naive Bayes
K-Nearest Neighbor
Hands on K-Nearest Neighbor
Types of Clustering
K-means Clustering
Hierarchical Clustering
Dimensionality Reduction Intuition
Principal Concept Analysis
Linear Discriminant Analysis
Recommendation Engine
Hands on Recommendation Engine
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