Installation Details

• Hardware and Software Requirements

• Installation Guide

Python : Let’s build the foundation

• An Introduction to Python

Let us Python - Basics

• The print statement, Hello World of Sql

• Comments

• Variables in Python

• Operators

• String Operations in Python – Slicing

• Logical Operations and Operators

• Simple Input and Output

• Simple Output Formatting

• Questions and Quizzes

Data Type in Python

Python Control Flow

• The If statement and its’ related statement

• For loop

• While loop

• Additional notes

• Questions and Quizzes

Functions & Modules

• Functions Basics

• Default Parameters

• Create your own functions

• Scope of a Function

• Lambda Functions

• Map

• An Exercise with functions

• Questions and Quizzes

Object Oriented Programming In Python

• Creating Classes

• Instance Methods

• Inheritance

• Polymorphism

• Encapsulation

• Questions and Quizzes

Exception Handling

• How to perform Debugging in Python

Introduction to NumPy

• Comprehensive Numpy Learning

• Questions and Quizzes

Data Manipulation with Pandas

• Pandas learning – like Pandas size

• Introducing to Pandas

• Operating on Pandas Data

• Working with Pandas Time Series

• High-Performance Pandas

• Further Resources

• Questions and Quizzes

Visualization with Python

Comprehensive Linear Algebra For Machine Learning

• Forecast

• Trend line

• Clustering

• NumPy in Linear Algebra

• NumPy N-dimensional Array

• Eigen Decomposition with example

• Single value Decomposition with example

• Linear Algebra and statistics

• Principal Component Analysis

Comprehensive Statistics for Machine Learning

• Descriptive Statistics

• Inferential Statistics

• Questions and Quizzes

Exploratory Data Analysis using Python

Supervised Machine Learning – Model Building using Python

• Regression Analysis

• Gradient Descent

• Classification Analysis and Model Building

• Pros and Cons of each Algorithm

• K-Fold Cross Validation technique

• Hyperparameter Tuning using GridSearchCV

• Use Case and Quizzes

Model Comparison

Model Boosting Technique

Un-Supervised Machine Learning – Model Building using Python

• Clustering Analysis

• K-means Clustering

• Naïve Bayes Classification

• Support Vector Machines

• Logistic Regression

• Decision Tree

• Random Forest

• Principal Component Analysis

• Use Cases and Quizzes

Projects on ML - 10 Projects will be given at the end of the Program

Model Deployment using Flask

Interview Preparation

• Building a good resume

• Interview Prepration Questions

• Mock Interviews

Get Set Go !!