Data Disciplines

Data Science

Core Concepts

• Statistical Analysis
• Machine Learning
• Data Visualization

Advanced Topics

• Deep Learning
• Natural Language Processing (NLP)
• Time Series Analysis

Data Engineering

Core Concepts

• Data Pipelines
• ETL Processes
• Data Warehousing

Advanced Topics

• Big Data Technologies (Hadoop, Spark)
• Stream Processing
• Data Lake Architecture

Data Analytics

Core Concepts

• Descriptive Analytics
• Diagnostic Analytics
• Predictive Analytics

Advanced Topics

• Prescriptive Analytics
• A/B Testing
• Customer Segmentation

Database Management

SQL Databases

• MySQL
• PostgreSQL
• SQL Server

NoSQL Databases

• MongoDB
• Cassandra
• Redis

Business Intelligence

Core Concepts

• Dashboard Design
• KPI Development
• Reporting Tools

Advanced Topics

• Data Storytelling
• Advanced Visualization Techniques
• Real-Time Analytics

Data Governance

Core Concepts

• Data Quality Management
• Data Privacy and Compliance
• Metadata Management

Advanced Topics

• Data Lineage
• Master Data Management (MDM)
• Data Cataloging