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Course Promo
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