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Introduction to Data Science

Introduction to data science -1

Introduction to data science -2

Quiz - Introduction to Data Science

Python Basics and Installation

Introduction to Python and Installation

Python Basics

Python Basics (Arithmetic Operations and Data Types)

Quiz - Python Basics

Resources

Data Structures in Python

Data Structures - List

List (Indexing and Slicing)

List ( Adding and Removing Elements)

Quiz - Lists

Assignment - Lists

Coding Assignment - Lists

Solutions to the Coding Assignment - Lists

Tuples

Quiz - Data Structures in Python (Tuples)

Assignment - Tuples

Coding Assignment - Tuples

Solutions to the Coding Assignment - Tuples

Sets (Part 1)

Sets (Part 2)

Quiz - Data Structures in Python (Sets)

Assignment - Sets

Coding Assignment - Sets

Solutions to the Coding Assignment - Sets

Strings

Quiz - Strings

Assignment - Strings

Coding Assignment - Strings

Solutions to the Coding Assignment - Strings

Dictionaries

Quiz - Dictionaries

Assignment - Dictionaries

Coding Assignment - Dictionaries

Solutions to Coding Assignment - Dictionaries

Resources

Conditionals and Loops

Conditional Statements

While Loops

For Loops

List and Dictionary Comprehensions

Quiz - Conditionals and Loops

Assignment - Conditionals and Loops

Coding Assignment - Conditionals and Loops

Solutions to Coding Assignment - Conditionals and Loops

Resources

Functions and Patterns

Functions (Part 1)

Functions (Part 2)

Lambda Function

Quiz - Functions and Lambda Functions

Assignment - Functions and Lambda Functions

Coding Assignment - Functions and Lambda Functions

Solutions to Coding Assignment - Functions and Lambda Functions

Patterns

Assignment - Patterns

Coding Assignment - Patterns

Solutions to Coding Assignment - Patterns

Resources

OOP Concepts and File Handling

OOP (Part 1)

OOP (Part 2)

Assignment - OOP

Coding Assignment - OOP

Solutions to Coding Assignment - OOP

File Handling (part 1)

File Handling (Part 2)

Assignment - File Handling

Coding Assignment - File Handling

Solutions to Coding Assignment - File Handling

Resources

Libraries

Numpy (Part 1)

Numpy (Part 2)

Numpy (Part 3)

Quiz - Numpy

Coding Assignment - Numpy

Solutions to Coding Assignment - Numpy

Pandas (Part 1)

Pandas (Part 2)

Matplotlib Part 1

Matplotlib Part 2

Seaborn

Coding Assignment - Pandas, Matplotlib, Seaborn

Solutions to Coding Assignment - Pandas, Matplotlib, Seaborn

libraries

Structured Query Language (SQL)

Introduction to SQL

DDL - Data Definition Language

DML- Data Manipulation Language

DQL-Data Query Language (Part 1)

DQL-Data Query Language (Part 2)

Advanced SQL (Part 1)

Advanced SQL (Part 2)

Assignment - SQL

Coding Assignment - SQL

Solutions to Coding Assignment - SQL

Statistics

Introduction to Statistics

Descriptive Statistics

Probability Basics Part 1

Probability Basics Part 2

Probability Distributions Part 1

Probability Distributions Part 2

Probability Distributions Part 3

Central Limit Theorem and Hypothesis Testing Part 1

Central Limit Theorem and Hypothesis Testing Part 2

Central Limit Theorem - Problems

Assignment - Statistics

Quiz - Statistics

Tableau

Tableau - Lecture 1

Tableau - Lecture 2

Tableau - Lecture 3

Tableau - Lecture 4

Tableau - Lecture 5

Tableau - Lecture 6

Tableau - Lecture 7

Exploratory Data Analysis (EDA)

Exploratory Data Analysis Part 1

Exploratory Data Analysis Part 2

ML - I

Introduction to Machine Learning

Simple linear regression - statsmodels Part 1

Simple linear regression - statsmodels PART 2

Simple linear regression - Sklearn library

Multiple Linear Regression

Quiz - Linear Regression

Resources: Linear Regression

Ridge and Lasso Regression Part 1

Ridge and Lasso Regression Part 2

Ridge and Lasso Regression Part 3

Quiz - Ridge and Lasso Regression

Resources: Lasso and Ridge Regression

Logistic Regression Part 1

Logistic Regression Part 2

Logistic Regression Part 3

Naive Bayes - Multinomial & Bernoulli

Quiz - Logistic Regression and Naive Bayes

Resources: Logistic Regression

Resources: Naive Bayes

ML - II

Support Vector Machine (SVM)

Quiz - SVM

Resources: SVM

Decision Tree Part 1

Decision Tree Part 2

Decision Tree Part 3

Quiz - Decision Tree

Resources: Decision Tree

Bagging - Random Forest

Quiz - Random Forest

Resources: Random Forest

Boosting - AdaBoost

Resources: AdaBoost

Boosting - Gradient and XGBoost Part 1

Boosting - Gradient and XGBoost Part 2

Quiz - Boosting

Resources: Boosting

Clustering (K-Means & PCA) Part 1

Clustering (K-Means & PCA) Part 2

Quiz - Clustering (K-Means & PCA)

Resources: Clustering and PCA

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