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Distributed and Big Data Systems

Design Big Data systems that power tomorrow's tech giants!

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Distributed and Big Data Systems
4 Modules

Course Curriculum

4 Modules · 8 Chapters · 8 Topics · 93 Sub-topics

01
Foundation
2 Chapters · 2 Topics · 20 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
Data Models and Abstraction
1 Topics
Data Models and Architecture
10 Sub-topics
What is a Data Model
Three-Level Database Architecture - External, Conceptual, Internal
Data Independence - Physical and Logical
Schema vs Instance Concepts
Hierarchical Data Model
Network Data Model
Relational Data Model Introduction
Object-Oriented Data Model
Entity-Relationship Model Basics
Comparing Different Data Models
02
Distributed Systems
2 Chapters · 2 Topics · 25 Sub-topics
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
03
Big Data
2 Chapters · 2 Topics · 24 Sub-topics
Big Data and Database Concepts
1 Topics
Big Data Fundamentals
12 Sub-topics
Big Data Definition
Big Data Characteristics - 5 Vs
Big Data vs Traditional Data
Big Data Challenges
Big Data Storage Requirements
Distributed File Systems Concept
Data Lakes Concept
Data Lake vs Data Warehouse
Data Processing - Batch vs Stream
MapReduce Concept
Big Data Technologies Overview
Big Data and NoSQL Connection
Data Warehouse Concepts
1 Topics
Data Warehousing and OLAP
12 Sub-topics
What is a Data Warehouse
Data Warehouse vs Database
OLTP vs OLAP
Data Warehouse Characteristics
Data Warehouse Architecture
Star Schema
Snowflake Schema
Fact Tables and Dimension Tables
Slowly Changing Dimensions
ETL Process - Extract, Transform, Load
Data Mart Concept
Data Warehouse Benefits
04
Modern Databases
2 Chapters · 2 Topics · 24 Sub-topics
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
Database Trends and Future Concepts
1 Topics
Emerging Database Technologies
12 Sub-topics
Cloud Databases Overview
Database-as-a-Service (DBaaS)
Serverless Databases Concept
NewSQL Databases
Time-Series Databases
Blockchain and Databases
AI and Machine Learning in Databases
Automated Database Management
Autonomous Databases Concept
Edge Computing and Databases
Multi-Model Databases
Emerging Database Technologies

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