Course Curriculum
1. Introduction to AI & Data Science
- Justification of AI & Data Science
- Introduction to Data Science
- Machine Learning Concepts
2. Introduction to Python
- Python Important Features
- Interfaces or Software to Execute Python
- Python Basics
- Types of Operators in Python
- Control Statements in Python
- Functions in Python
- Packages & Modules in Python
- Exception Handling in Python
3. Python Data Structures
- Python Data Structures
- List Data Structures
- String Data Structure
- Sets and Tuples
- Dictionaries
- Files Concept in Python
- Regular Expressions
4. Object-Oriented Programming (OOP) in Python
- Object-Oriented Programming in Python
5. Data Analysis with Python
- Numpy Module
- Pandas Module
- Numpy Arrays
- Pandas Series Operations
- Pandas Aggregate Functions
- Pandas Aggregate Operations (Continued)
- Matplotlib Module
- Statistics
- Exploratory Data Analysis (EDA)
- EDA Continuation
6. SQL and Database Management
- Introduction to DBMS
- SQL Introduction
- SQL DB Creation
- SQL Concepts – SELECT, JOINS, WHERE CLAUSE
- SQL – CASE Statements
- SQL Ranking
7. Machine Learning with Python
- Simple Linear Regression
- Multiple Linear Regression
- Logistic Regression with Python
- Confusion Matrix, ROC Curve
- Naive Bayes ML Algorithm
- Hypothesis Testing for t-test
- Two Sample t-test
- Polynomial and Exponential Regression
8. Real-Time Tasks
- Exploring Wine Quality: A Data-driven Analysis and Classification Approach
- A Data-Driven Approach for Predicting Boston House Prices
- Stock Market Prediction and Forecasting: An Ensemble Learning Approach
- Analyzing and Predicting Movie Ratings: A Comprehensive Study on the IMDb Movie Dataset
- Identification and Analysis of Chronic Disease Indicators: A Data Science Perspective
- Analysis of Titanic Passengers Survived using Logistic Regression
- Analysis of Different Car CO2 Emission Models using Multiple Linear Regression
- Analysis of Sales Prices for TV Marketing using Simple Linear Regression
- Analysis of Bank Dataset Using Exploratory Data Analysis