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Course Promo
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Introduction to Data Science
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Introduction to data science -1
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Introduction to data science -2
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Quiz - Introduction to Data Science
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Python Basics and Installation
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Introduction to Python and Installation
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Python Basics
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Python Basics (Arithmetic Operations and Data Types)
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Quiz - Python Basics
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Resources
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Data Structures in Python
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Data Structures - List
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List (Indexing and Slicing)
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List ( Adding and Removing Elements)
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Quiz - Lists
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Assignment - Lists
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Coding Assignment - Lists
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Solutions to the Coding Assignment - Lists
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Tuples
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Quiz - Data Structures in Python (Tuples)
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Assignment - Tuples
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Coding Assignment - Tuples
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Solutions to the Coding Assignment - Tuples
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Sets (Part 1)
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Sets (Part 2)
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Quiz - Data Structures in Python (Sets)
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Assignment - Sets
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Coding Assignment - Sets
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Solutions to the Coding Assignment - Sets
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Strings
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Quiz - Strings
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Assignment - Strings
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Coding Assignment - Strings
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Solutions to the Coding Assignment - Strings
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Dictionaries
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Quiz - Dictionaries
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Assignment - Dictionaries
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Coding Assignment - Dictionaries
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Solutions to Coding Assignment - Dictionaries
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Resources
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Conditionals and Loops
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Conditional Statements
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While Loops
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For Loops
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List and Dictionary Comprehensions
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Quiz - Conditionals and Loops
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Assignment - Conditionals and Loops
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Coding Assignment - Conditionals and Loops
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Solutions to Coding Assignment - Conditionals and Loops
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Resources
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Functions and Patterns
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Functions (Part 1)
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Functions (Part 2)
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Lambda Function
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Quiz - Functions and Lambda Functions
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Assignment - Functions and Lambda Functions
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Coding Assignment - Functions and Lambda Functions
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Solutions to Coding Assignment - Functions and Lambda Functions
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Patterns
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Assignment - Patterns
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Coding Assignment - Patterns
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Solutions to Coding Assignment - Patterns
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Resources
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OOP Concepts and File Handling
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OOP (Part 1)
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OOP (Part 2)
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Assignment - OOP
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Coding Assignment - OOP
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Solutions to Coding Assignment - OOP
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File Handling (part 1)
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File Handling (Part 2)
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Assignment - File Handling
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Coding Assignment - File Handling
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Solutions to Coding Assignment - File Handling
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Resources
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Libraries
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Numpy (Part 1)
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Numpy (Part 2)
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Numpy (Part 3)
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Quiz - Numpy
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Coding Assignment - Numpy
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Solutions to Coding Assignment - Numpy
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Pandas (Part 1)
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Pandas (Part 2)
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Matplotlib Part 1
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Matplotlib Part 2
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Seaborn
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Coding Assignment - Pandas, Matplotlib, Seaborn
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Solutions to Coding Assignment - Pandas, Matplotlib, Seaborn
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libraries
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Structured Query Language (SQL)
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Introduction to SQL
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DDL - Data Definition Language
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DML- Data Manipulation Language
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DQL-Data Query Language (Part 1)
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DQL-Data Query Language (Part 2)
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Advanced SQL (Part 1)
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Advanced SQL (Part 2)
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Assignment - SQL
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Coding Assignment - SQL
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Solutions to Coding Assignment - SQL
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Statistics
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Introduction to Statistics
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Descriptive Statistics
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Probability Basics Part 1
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Probability Basics Part 2
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Probability Distributions Part 1
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Probability Distributions Part 2
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Probability Distributions Part 3
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Central Limit Theorem and Hypothesis Testing Part 1
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Central Limit Theorem and Hypothesis Testing Part 2
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Central Limit Theorem - Problems
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Assignment - Statistics
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Quiz - Statistics
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Tableau
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Tableau - Lecture 1
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Tableau - Lecture 2
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Tableau - Lecture 3
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Tableau - Lecture 4
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Tableau - Lecture 5
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Tableau - Lecture 6
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Tableau - Lecture 7
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Exploratory Data Analysis (EDA)
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Exploratory Data Analysis Part 1
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Exploratory Data Analysis Part 2
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ML - I
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Introduction to Machine Learning
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Simple linear regression - statsmodels Part 1
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Simple linear regression - statsmodels PART 2
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Simple linear regression - Sklearn library
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Multiple Linear Regression
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Quiz - Linear Regression
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Resources: Linear Regression
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Ridge and Lasso Regression Part 1
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Ridge and Lasso Regression Part 2
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Ridge and Lasso Regression Part 3
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Quiz - Ridge and Lasso Regression
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Resources: Lasso and Ridge Regression
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Logistic Regression Part 1
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Logistic Regression Part 2
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Logistic Regression Part 3
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Naive Bayes - Multinomial & Bernoulli
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Quiz - Logistic Regression and Naive Bayes
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Resources: Logistic Regression
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Resources: Naive Bayes
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ML - II
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Support Vector Machine (SVM)
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Quiz - SVM
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Resources: SVM
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Decision Tree Part 1
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Decision Tree Part 2
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Decision Tree Part 3
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Quiz - Decision Tree
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Resources: Decision Tree
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Bagging - Random Forest
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Quiz - Random Forest
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Resources: Random Forest
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Boosting - AdaBoost
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Resources: AdaBoost
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Boosting - Gradient and XGBoost Part 1
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Boosting - Gradient and XGBoost Part 2
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Quiz - Boosting
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Resources: Boosting
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Clustering (K-Means & PCA) Part 1
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Clustering (K-Means & PCA) Part 2
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Quiz - Clustering (K-Means & PCA)
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Resources: Clustering and PCA
Preview - Data Science
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