Topics:
- Database System Concepts and Architecture
- Data Modelling
- SQL
- Normalization for Relational Databases
- Enhanced Data Models
- Data Warehousing and Data Mining
- Big Data Systems
- NOSQL
Database System Concepts and Architecture
- Data Models, Schema and Instances
- Three-Schema Architecture and Data Independence
- Data Languages and Interfaces
- Centralized and Client/Server Architecture for DBMS
Data Modelling
- Entity-Relationship Diagram
- Relational Model - Constraints, Languages, Design and Programming
- Relational Database Schema
- Update Operations and Dealing with Constraints Violations
- Relational Algebra
- Relational Calculus
- Codd Rules
SQL
- Data Definition and Data Types
- Constraints, Queries, Insert, Delete and Update Statements
- Views, Stored Procedures and Functions
- Database Triggers, SQL Injections
Normalization for Relational Databases
- Functional Dependencies and Normalization
- Algorithms for Query Processing and Optimization
- Transaction Processing, Concurrency Control Techniques and Database Recovery Techniques
- Object and Object-Relational Databases
- Database Security and Authorization
Enhanced Data Models
- Temporal Database Concepts, Multimedia, Deductive, XML and Internet Databases
- Mobile Databases, Geographic Information Systems
- Genome Data Management
- Distributed Databases and Client - Server Architectures
Data Warehousing and Data Mining
- Data Modeling for Data Warehouses, Concept Hierarchy, OLAP and OLTP
- Association Rules, Clustering, Regression, Support Vector Machine
- K-Nearest Neighbour, Hidden Markov Model, Summarization, Dependency Modeling
- Link Analysis
- Sequencing Analysis
- Social Network Analysis
Big Data Systems
- Big Data Characteristics
- Types of Big Data,
- Big Data Architecture
- Introduction to Map-Reduce and Hadoop
- Distributed File System, HDFS
NOSQL
- NOSQL and Query Optimization
- Different NOSQL Products, Querying and Managing NOSQL
- Indexing and Ordering Data Sets
- NOSQL in Cloud
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