Course Curriculum
Introduction to Data Science & AI
What is Data Science?
Data Science Lifecycle
Introduction to Artificial Intelligence and Machine Learning
Applications of Data Science and AI
Industry Use Cases
Career Paths in Data Science and AI
Python Programming for Data Science
Python Fundamentals
Variables, Data Types, Operators
Conditional Statements and Loops
Functions and Modules
Lists, Tuples, Dictionaries, Sets
File Handling
Exception Handling
Hands-on Python Exercises
Data Analysis with Python
Introduction to NumPy
Data Manipulation with Pandas
Data Cleaning Techniques
Handling Missing Values
Data Transformation
Data Aggregation and Grouping
Exploratory Data Analysis (EDA)
Data Visualization
Data Visualization Concepts
Matplotlib Fundamentals
Seaborn for Advanced Visualizations
Creating Business Dashboards
Storytelling with Data
Statistics for Data Science
Descriptive Statistics
Probability Concepts
Sampling Techniques
Hypothesis Testing
Correlation and Covariance
Statistical Analysis for Business Decisions
Machine Learning Fundamentals
Introduction to Machine Learning
Supervised vs Unsupervised Learning
Training and Testing Data
Model Evaluation Metrics
Linear Regression
Logistic Regression
Decision Trees
K-Nearest Neighbors (KNN)
Advanced Machine Learning
Random Forest
Support Vector Machines (SVM)
Clustering Algorithms
K-Means Clustering
Dimensionality Reduction
Feature Engineering
Model Optimization
Generative AI & Large Language Models
Introduction to Generative AI
Understanding LLMs
ChatGPT and AI Assistants
Prompt Engineering Fundamentals
AI Content Generation
AI for Data Analysis
Ethical AI and Responsible AI Usage
Capstone Project & Career Preparation
End-to-End Data Science Project
Resume Building for Data Science Roles
LinkedIn Profile Optimization
Interview Preparation
Portfolio Development
Industry Best Practices
Project 1: Sales Prediction Model
Data Collection
Data Cleaning
Model Building
Performance Evaluation
Project 2: Customer Segmentation
Customer Data Analysis
Clustering Techniques
Business Insights Generation
AI-Powered Analytics Assistant
Using Generative AI for Reporting
Automated Insight Generation
