Foundation of Data Science & Analysis:

Discover the world of data science and analysis, from data collection to machine learning. Gain skills in programming and databases, and apply them to real-world scenarios. Test yourself with quizzes, group projects, and presentations. Join us to become a data science expert.

Unit 1: Introduction to Data Science

Overview of Data Science

Data Science Applications

Ethics in Data Science

Unit 2: Data Collection and Preprocessing

Data Collection Techniques

Data Preprocessing and Cleaning

Data Integration and Transformation

Unit 3: Data Analysis and Visualization

Data Analysis Techniques

Exploratory Data Analysis

Data Visualization

Unit 4: Data Modeling and Machine Learning

Introduction to Machine Learning
Supervised Learning Techniques
Unsupervised Learning Techniques
Evaluation Metrics

Unit 5: Programming Fundamentals

Python Programming Language

Data Structures and Algorithms

Unit 6: Database Fundamentals

Database Concepts

Relational Database Management Systems

Structured Query Language (SQL)

Unit 7: Real-world Applications and Case Studies

Applications of Data Science in Industry

Case Studies and Projects

Assessment:

Quizzes and Tests

Group Projects and Presentations

Case Studies and Real-world Examples

Role-Plays and Simulation.