SYLLABUS & MODULES
Module 1: Introduction to Data Analytics in India
- Understanding the importance of data analytics in the Indian context
- Overview of key industries and sectors leveraging data analytics
- Case studies highlighting successful data analytics implementations in Indian organizations
Module 2: Fundamentals of Data Analysis
- Basics of data collection, cleaning, and preprocessing
- Introduction to descriptive statistics and data visualization techniques
- Hands-on exercises using popular data analysis tools like Excel and Python libraries
Module 3: Exploratory Data Analysis (EDA)
- Techniques for exploring and understanding data distributions
- Identifying patterns, trends, and anomalies in data
- Practical EDA examples using real-life datasets from Indian domains such as e-commerce, healthcare, and finance
Module 4: Predictive Analytics
- Introduction to predictive modeling concepts
- Regression analysis for predicting continuous variables
- Classification techniques for predicting categorical outcomes
- Application of predictive analytics in Indian scenarios, such as sales forecasting and customer churn prediction
Module 5: Machine Learning for Data Analytics
- Overview of machine learning algorithms and workflows
- Hands-on experience with supervised and unsupervised learning techniques
- Case studies demonstrating machine learning applications in Indian contexts, including recommendation systems and fraud detection
Module 6: Big Data Analytics
- Understanding the challenges and opportunities of big data in India
- Introduction to Hadoop ecosystem and distributed computing frameworks
- Hands-on exercises using tools like Apache Spark for big data processing and analysis
Module 7: Data Ethics and Privacy
- Ethical considerations in data analytics practices
- Compliance with data protection regulations in India
- Strategies for ensuring data privacy and security in analytics projects
Module 8: Capstone Project
- Applying data analytics skills to solve a real-world problem faced by an Indian organization
- Project development, implementation, and presentation
- Feedback and evaluation from industry experts and peers
domains across India.