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Database for Advanced

Architect tomorrow's data systems—master advanced databases for elite tech careers!

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Database for Advanced

5 Modules

Course Curriculum

5 Modules · 15 Chapters · 15 Topics · 179 Sub-topics

Database Fundamentals

1 Topics

Database and DBMS Concepts

10 Sub-topics

What is a Database

Database vs File System - Key Differences

Database Management System (DBMS) Explained

DBMS Architecture Overview

Components of a DBMS

Database System Environment

Database Users and Roles

Database Administrator Responsibilities

DBMS Advantages Over File Systems

Types of Database Systems Overview

Relational Database (RDBMS) Concepts

1 Topics

Relational Model Fundamentals

15 Sub-topics

Introduction to Relational Model

Understanding Tables (Relations)

Rows (Tuples) and Records

Columns (Attributes) and Fields

Domain and Data Types Concept

Keys in Relational Databases - Overview

Primary Key Concept and Purpose

Foreign Key Concept and Relationships

Candidate Keys and Alternate Keys

Composite Keys

Super Key Concept

Relational Constraints Overview

Entity Integrity Constraint

Referential Integrity Constraint

Domain Constraint

Advanced Normalization

1 Topics

Higher Normal Forms

10 Sub-topics

Fourth Normal Form (4NF)

Multi-valued Dependencies

Fifth Normal Form (5NF)

Join Dependencies

Denormalization Concept

When to Denormalize

Denormalization Trade-offs

Normalization vs Performance

Practical Normalization Guidelines

Over-Normalization Issues

Relational Algebra Advanced Operations

1 Topics

Advanced Relational Operations

13 Sub-topics

Intersection Operation (∩)

Join Operations Overview

Natural Join (⋈)

Theta Join

Equi Join

Inner Join Concept

Outer Join Concept - Left, Right, Full

Semi Join

Anti Join

Division Operation

Aggregate Functions in Relational Algebra

Grouping Operations

Complex Query Expression Building

Relational Calculus

1 Topics

Relational Calculus Theory

10 Sub-topics

Introduction to Relational Calculus

Relational Algebra vs Relational Calculus

Tuple Relational Calculus (TRC)

Domain Relational Calculus (DRC)

Quantifiers - Existential and Universal

TRC Query Expressions

DRC Query Expressions

Safe Expressions

Equivalence with Relational Algebra

Practical Query Expression Building

Transaction Management Concepts

1 Topics

Transactions and ACID Properties

10 Sub-topics

What is a Transaction

Transaction Properties (ACID) - Overview

Atomicity Explained

Consistency Explained

Isolation Explained

Durability Explained

Transaction States

Transaction Operations - Begin, Commit, Rollback

Why Transactions Are Critical

Transaction Boundaries

Concurrency Control Concepts

1 Topics

Concurrency Control Mechanisms

15 Sub-topics

Need for Concurrency Control

Problems Without Concurrency Control

Lost Update Problem

Uncommitted Dependency Problem

Inconsistent Analysis Problem

Phantom Read Problem

Concurrency Control Techniques Overview

Lock-Based Protocols

Two-Phase Locking Protocol

Deadlock in Databases

Deadlock Prevention Strategies

Deadlock Detection and Recovery

Timestamp-Based Protocols

Optimistic Concurrency Control

Multi-Version Concurrency Control (MVCC)

Transaction Isolation Levels

1 Topics

Isolation Levels and Trade-offs

9 Sub-topics

Understanding Isolation Levels

Read Uncommitted Level

Read Committed Level

Repeatable Read Level

Serializable Level

Isolation Level Trade-offs

Choosing Appropriate Isolation Level

Isolation Levels and Performance

Snapshot Isolation

Database Recovery Concepts

1 Topics

Recovery Mechanisms

11 Sub-topics

Need for Database Recovery

Types of Failures - Transaction, System, Media

Recovery Techniques Overview

Log-Based Recovery

Write-Ahead Logging (WAL)

Checkpointing Concept

Deferred Database Modification

Immediate Database Modification

Shadow Paging

Recovery with Concurrent Transactions

ARIES Recovery Algorithm Concept

Advanced Indexing Structures

1 Topics

Index Data Structures

12 Sub-topics

B-Tree Index Structure

B-Tree Properties and Operations

B+ Tree Index Structure

B+ Tree vs B-Tree Differences

Hash Index Concept

Hash Index Use Cases

Bitmap Index

Full-Text Index Concept

Spatial Index Overview

Composite (Multi-Column) Index

Covering Index Concept

Index Optimization Strategies

Query Optimization Concepts

1 Topics

Query Optimization Techniques

14 Sub-topics

Query Optimization Importance

Optimization Strategies Overview

Query Execution Plans

Join Order Optimization

Selection and Projection Optimization

Access Path Selection

Index Selection in Queries

Join Algorithms Overview

Nested Loop Join

Sort-Merge Join

Hash Join

Query Optimization Statistics

Cardinality Estimation

Selectivity Concept

Database Performance Concepts

1 Topics

Performance Tuning and Optimization

13 Sub-topics

Database Performance Factors

Query Performance Analysis

Identifying Performance Bottlenecks

Database Tuning Overview

Schema Design Impact on Performance

Indexing Strategy for Performance

Query Optimization for Performance

Partitioning Concept

Horizontal Partitioning

Vertical Partitioning

Caching Strategies

Connection Pooling Concept

Performance Monitoring Importance

Distributed Database Concepts

1 Topics

Distributed Database Systems

14 Sub-topics

What is a Distributed Database

Distributed vs Centralized Database

Distributed Database Advantages

Distributed Database Challenges

Data Fragmentation - Horizontal and Vertical

Data Replication Concepts

Replication Strategies

Distributed Transaction Management

Two-Phase Commit Protocol

CAP Theorem Introduction

Consistency in Distributed Systems

Availability in Distributed Systems

Partition Tolerance

CAP Trade-offs

NoSQL Database Fundamentals

1 Topics

NoSQL Concepts and BASE Properties

11 Sub-topics

What is NoSQL

SQL vs NoSQL Comparison

Why NoSQL Emerged

NoSQL Characteristics

Schema Flexibility in NoSQL

NoSQL Scalability Approach

BASE Properties (Basically Available, Soft State, Eventually Consistent)

ACID vs BASE

When to Use NoSQL

When to Use SQL

NoSQL Database Types Overview

Database Selection and Design Decisions

1 Topics

Database Technology Selection

12 Sub-topics

Database Selection Criteria

Analyzing Application Requirements

Data Model Considerations

Scalability Requirements Analysis

Consistency Requirements

Availability Requirements

Performance Requirements

Cost Considerations

Polyglot Persistence Concept

Hybrid Database Architectures

Migration Considerations

Future-Proofing Database Decisions

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Database for Advanced

Certificate of Completion

Course Curriculum

Student Reviews

Frequently Asked Questions

Start Your Journey Today

Database for Advanced

Certificate of Completion

Course Curriculum

Student Reviews

Frequently Asked Questions

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