•    A Brief History of Python Versions
•    Installing Python
•    Variables
•    Data Types
•    Dynamic Types
•    Python Reserved Words    
•    Naming Conventions
•    Instruction/Statement
•    Basic Syntax Comments
•    Receiving Input
•    Type Conversion/Casting
•    Numeric
•    Data Types
•    Boolean Data Types
•    Swapping
•    Strings
•    Arithmetic Operations
•    Operator Precedence
•    Math Functions    
•    Indentation
•    If Statements
•    Logical Operators
•    Comparison/Relational/Conditional Operators
•    Assignment Operators
•    Ternary Operators
•    While Loops
•    Break & Continue Statement
•    Sum of n Numbers Program
•    For Loops
•    For-While Comparison
•    For with Range Function
•    Nested Loops
•    TWO QUIZ

•    Lists | List Methods
•    Range Function in a list.
•    2D Lists/Matrix
•    Tuples
•    Unpacking/Comparing
•    Difference between List and Tuple
•    Set (Union/Intersection/Difference)    
•    Difference between List and Set
•    Dictionaries
•    Functions
•    Parameters/Arguments
•    Keyword Parameters/Arguments    
•    Default Parameter Value
•    Return Statement
•    Lambda Function
•    Map and Filter function
•    Zip Function
•    Recursion
•    TWO QUIZ

•    Object Oriented Programming (OOP)    
•    Classes    
•    Objects    
•    Introducing Method
•    Default Constructors
•    Parameterized Constructor
•    Pass Statement    
•    Intro to Inheritance
•    Single Inheritance
•    Hierarchical Inheritance    
•    Multilevel Inheritance
•    Multiple Inheritance
•    Method Overloading
•    Method Overriding
•    Encapsulation
•    Polymorphism
•    TWO QUIZ

•    Understanding the RDBMS    
•    Database Normalization
•    NoSQL database    
•    Select Statement    
•    Filtering with where clause    
•    Joining multiple conditions
•    Order By
•    Distinct    
•    TOP/Like    
•    Download SQL Server
•    Unzip the ISO file    
•    Installation SQL Server
•    Download SQL Server Management Studio    
•    Running SQL Server Management Studio    
•    SQL server join types
•    Inner join
•    Left Join
•    Right Join
•    Full Join    
•    Union
•    Union all
•    Intersect
•    Except
•    TWO QUIZ

•    Numpy Array
•    List vs Numpy Array
•    Environment
•    Anaconda
•    Download
•    Installation
•    Anaconda Details
•    Get started with Jupyter Notebooks
•    Details Presentation
•    Initializing Arrays
•    Zeros
•    Ones
•    Identity    
•    Full
•    Rand
•    Randint    
•    TWO QUIZ

•    Arange & Linspace Functions
•    Indexing & slicing of 2 D Arrays
•    Indexing & slicing of 1 D arrays
•    max()
•    min()
•    argmax()
•    argmin()
•    Numpy Attributes : size, shape, ndim, itemsize, nbytes, dtype, reshape Broadcasting Array
•    NumPy Operations
•    Numpy Universal functions
•    Loading Data from File using Numpy
•    TWO QUIZ

•    Qualitative Data    
•    Quantitative Data
•    Frequency Distribution    
•    Data Presentation
•    Bar Diagram
•    Histogram
•    Pie Chart
•    Central Tendency
•    Mean    
•    Median
•    Mode
•    Measures of Dispersion
•    Variance
•    Standard Deviation
•    Normal Distribution
•    Deciles, Percentiles and Quartiles
•    Inter-quartile Range
•    Five Number Summary
•    Box Plot
•    Coefficient of Correlation
•    Standard Score (Z-score, T-score) Population Data Vs Sample Data
•    TWO QUIZ

•    Exploratory Data Analysis
•    Time Series Data Visualization
•    Geospatial Data Visualization
•    Network Data Visualization
•    Interactive Data Visualization
•    TWO QUIZ

•    Text and Document Visualization
•    Multidimensional Data Visualization
•    Comparative Visualization
•    Dashboard Design and Development
•    Visual Analytics    
•    TWO QUIZ

•    What is Machine learning
•    Types of Machine Learning
•    Supervised Learning
•    Unsupervised Learning
•    Reinforcement Learning
•    Training data
•    Test data
•    Validation data
•    Confusion Matrix
•    False/True Positive
•    False/True Negative
•    Precision    
•    Recall
•    F1 Score    
•    Why Data Scaling/Transformation?        
•    Transformation Techniques        
•    Normalization
•    Standardization    
•    Related Topics
•    TWO QUIZ

•    Simple Linear Regression
•    Multiple Linear Regression code    
•    Outliers STD z score
•    Outliers IQR
•    Feature Extraction
•    Encoding
•    TWO QUIZ

•    Logistic regression
•    Binary Logistic regression
•    K Nearest Neighbor (KNN) Classifier
•    TWO QUIZ

•    Decision Tree Classification
•    Support Vector Machine (SVM)
•    TWO QUIZ

•    K-Mean Clustering Algorithm
•    Naive Bayesian Classifier
•    TWO QUIZ

•    Neurons
•    Biological Neural Network (BNN)    
•    Artificial Neural Network (ANN)    
•    How do ANN works    
•    The Architecture of
•    Artificial Neural Network (ANN)        
•    Neural Network    
•    What is NLP
•    NLP pipeline
•    NLU: Ambiguity    
•    Applicants of NLP
•    TWO QUIZ

•    Key skills of a data scientist
•    What is the major advantage of data science in terms of securing job?
•    Top Industries Hiring Data Scientists
•    Skills Required for Data Science Jobs
•    Popular job titles in data science
•    Popular algorithm to learn in 2024
•    Count. Deep Learning models
•    MEDIUM TO FIND JOBS    
•    CAREER GROWTH OF DATA SCIENCE
•    WHY DATA SCIENCE IS IMPORTANT FOR ANY COMPANY?
•    SALARY    
•    MAKE YOURSELF ATTRACTIVE TO THE EMPLOYER
•    DON’T USE POPULAR DATA FOR MAKING PORTFOLIO
•    Interview guideline
•    What are behavioral interview questions?
•    What is the next step?
•    TWO QUIZ