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Introduction to Data Science
00_Introduction
01_The Data Story
02_Data is the new oil
03_Who is a data scientist
04_Skillsets for Data Scientist
05_Data Science Vs AI vs ML vs DL
Data Science Zero To Hero - Video Recommendation
Quiz - Introduction to Data Science
test content
Python for Data Science
00_Python Installation and setup
01_Python Operators
01_Python Operators
01_Python Operators - Assignments
01_Python operators Assignment_Solution
02_Python_Datatypes_numeric
02_Python Data types_part1_numeric
02_Python Data types_part1_numeric_assignment
02_Python Data types_part1_numeric_assignment_solution
03 Python Datatype String
03_Python Data types_part2_Strings
03_Python Data types_part2_Strings-assignments
03_Python Data types_part2_Strings_assignments_solution
04 Python Datatype List
04_Python_Datatype_List
04_Python_DataType_List-assignments
04_Python_Datatype_List-Assignment_Solution
05_Python_DataType_Tuple
05_Python_Datatype_Set_Tuple
05_Python_DataType_Tuple-assignments
05_Python_Datatype_Set_Tuple_Assignment_Solution
06_Python_DataType_Dict
06_Python_DataType_Dictionary
06_Python_DataType_Dict-assignments
06_Python_DataType_Dictionary-Assignment_Solution
07_Python_control_If
07_Python_Control_If
07_Python_Control_If-assignment
07_Python_Control_If-Assignment_Solution
08_Python_loop_for
08_python_loop_for
08_Python_loop_for-asignments
08_python_loop_for-Assignment_Solution
09_Python_loop_while
09_Python_loop_while
09_Python_loop_while-assignments
09_Python_loop_while_Assignment_Solution
10 Python Functions
10_Python_Functions
10_Python_Functions-assignments
10_Python_Functions_Assignment_Solution
11_Python_Packages
11_Python_packages
11_Python_Packages-assignments
11_Python_packages_Assignment_Solution
12_Python_command_line
12_Python_command_line
12_Python_command_line - assignments
12_Python_command_line-Assignment_solution
Supporting Youtube videos for this module
Python Basics For Data Science(Datatypes)|Python Data Science Tutorial(2019)|Python Data Science
How to Write Loops In Python|Python Data Science Tutorial(2019)
How To Write Function In Python|Python Data Science Tutorial (2019)
Python Packages for Data Science|Top 5 Python Libraries For Data Science|Data Science Course
Making python code parameterized| Command line arguments in python| python scripts with parameters
Python Quiz
Statistics for Data Science
01_Introduction to statistics
01_Introduction to Statistics
01_Introduction to Statistics - assignments
01_Introduction to Statistics_Assignment_Solution
02 Percentiles And Boxplot
03_Python Basic Data Analysis
02_Python_Basic_Data_Analysis
02_Python Basic data analysis assignments
02_Python_Basic_Data_Analysis_Assignment_Solution
04_Normal Distribution
05_Hypothesis Testing
03_Hypothesis_Testing
03_Hypothesis Testing - assignments
03_Hypothesis_Testing_Assignment_Solution
06_Probability and Odds
07_Linear Equation Correlation
Supporting Youtube video for this module
Measures of Central Tendency|Statistics for Data Science|Data Science Tutorial
What is Variance and Standard Deviation|Measures of Dispersion|Statistics for Data Science
P Value and Hypothesis Testing Simplified|P-value and Hypothesis testing concepts in Statistics
Hypothesis testing Practical Implementation|Hypothesis testing with data example in python
Hypothesis testing Practical Implementation Part 2|Hypothesis testing with data example in python
Probability Concepts For Data Science|Statistics And Probability for Data Science|Data Science
Assumptions of Linear Regression | What are the assumptions for a linear regression model
Covariance vs Correlation with simple data | Covariance vs Correlation Coefficient
Statistic and Mathematics Quiz
SQL for Data Science
Introduction to SQL
SQL Joins
SQLFileClass
Supporting YouTube videos for this module
SQL For Data Science|What Why and How of SQL in Data science|Data Science SQL for beginners
MySQL Installation guide step by step|MySQL installation for windows 10
Python MySQL Database Connection | Python MySQL connector tutorial |Python MySQL connectivity
SQL Quiz
Machine Learning
00_Introduction to Machine Learning
01_Linear_Regression
02_Steps_for_a_Data_Science_Project
03_Project_1_Linear_Regression_Implementation_in_Python
Linear_Regression_Analysis-Project 1
04_Logistic_Regression
05_Project_2_Logistic_Regression_implementation_in_Python
Logistic_Regression_Analysis-Project 2
06_Decision_Trees
07_Project_3_Decision_Trees_Implemetation_In_Python
Decision_Tree_Analysis_Project 3
08_Ensemble_learning
09_Project_4_Ensemble_models
Ensemle_Model_Analysis_Project 4
10_Clustering
11_Project_5_Clustering
K_Means_clustering_Project_5
DataSets used in all code and for assignment
Boston
car_evaluation
diabetes
Fish
german_credit
housing
insurance
LE
Life Expectancy Data
Mall_Customers
Mall_Customers_updated
Supporting YouTube videos for this module
How Does Machine Learn|How Machine Learns|Understanding Machine Learning Types and Linear Regression
When To Use Regression|Linear Regression Analysis|Machine Learning Algorithms
Implementing machine learning in Python|How to Implement Machine Learning In Python
Implementing machine learning in Python (PART 2)|How to Implement Machine Learning In Python
How To Train a Good Classification Model | Logistic Regression in Python
Understanding Basics of Classification Use Case (Part 2)|Logistic regression explained
How Decision Tree Works?|How Decision Tree Algorithm Works|Decision Tree In Machine Learning
Gini Index and Entropy|Gini Index and Information gain in Decision Tree|Decision tree splitting rule
Implement Decision Tree in Python using sklearn|Implementing decision tree in python
Introduction to Ensemble learning|What is Ensemble Modelling|Understanding Ensemble Models
Clustering intuition In Machine learning | Clustering In Data Science | Segmentation | Profiling
Machine Learning Quiz
Model Deployment
00_Model_Deployment_Basics
01_Model_Deployment_Python
Model Deployment
Additional files
Supporting YouTube videos for this module
Deployment of Machine Learning Model|How to deploy a machine learning model using flask
Deployment of Machine Learning Model (Part 2)|How to deploy a machine learning model using flask
Model deployment quiz
Interview Preparation
00_How_to_prepare_resume
01_How_to_crack_job_interview
Aman_Data_science_trainer_8_years_exp
Aman_13_years_Data_science
Resume1
Supporting YouTube videos for this module
Right Projects for Data Science Resume|How to prepare Data Science Resume
Data Science resume tips for freshers | Data Science resume fresher | Fresher resume Data Science
How I present My Project In Data Science Interview | Data Science Interview Preparation Must watch💥
Data Science Mock Interview with Mani | Data Science Interview question and answer