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Strings

Strings

While loop

While loop

Tuples

Tuples

List Indexing and Slicing

List Indexing and Slicing

Introduction to Lists in Python

Introduction to Lists in Python

Indentation in Python

Indentation in Python

If else elif statments

If else elif statments

Functions and methods of Lists

Functions and methods of Lists

For Loop

For Loop

Exploring Data Types

Exploring Data Types

Dictionary objects

Dictionary objects

Boolean Variables

Boolean Variables

Implementing Multiple Linear Regression in Python

Implementing Multiple Linear Regression in Python

Definition of Multiple Linear Regression

Definition of Multiple Linear Regression

Concept of Gradient Descent

Concept of Gradient Descent

Assumptions of Multivariate Linear Regression

Assumptions of Multivariate Linear Regression

Implementing Content Based Filtering in Python

Implementing Content Based Filtering in Python

Content Based Filtering

Content Based Filtering

Collaborative Filtering

Collaborative Filtering

What is a Neural Network

What is a Neural Network

Implementing Neural Networks in Python

Implementing Neural Networks in Python

Hyperparameter Tuning in Neural Networks

Hyperparameter Tuning in Neural Networks

Ways to balance the Bias Variance tradeoff

Ways to balance the Bias Variance tradeoff

Training Machine Learning Models

Training Machine Learning Models

Predicting sales using Regularization Techniques

Predicting sales using Regularization Techniques

Overview of Bias Variance tradeoff

Overview of Bias Variance tradeoff

Introduction to Regularization Techniques

Introduction to Regularization Techniques

Error -Mathematical Representation

Error -Mathematical Representation

Bias -Variance Tradeoff

Bias -Variance Tradeoff

Data Science in Industrial Setup -- Why, What & How

Data Science in Industrial Setup -- Why, What & How

Measures of Central Tendency

Measures of Central Tendency

Symmetry and Skewness

Symmetry and Skewness

Discrete Probability Distributions

Discrete Probability Distributions

Continuous Probability Distributions

Continuous Probability Distributions

Chi Squared

Chi Squared

Covariance and Correlation

Covariance and Correlation

Explanatory vs Response Variable

Explanatory vs Response Variable

Measure of Spread

Measure of Spread

Random Variables and their types

Random Variables and their types

Probability Mass Function

Probability Mass Function

Probability Density Function

Probability Density Function

Concepts in Probability

Concepts in Probability

Introduction to Calculus

Introduction to Calculus

Matrices

Matrices

Vectors

Vectors

Introduction to Linear Algebra

Introduction to Linear Algebra

Real World Example - Uber Pricing model

Real World Example - Uber Pricing model

Error & Exception Handling

Error & Exception Handling

Methods in Python

Methods in Python

Object Oriented Programming

Object Oriented Programming

What is production enviroment?

What is production enviroment?