Course

Fundamentals of Software Architecture for Big Data

University of Colorado Boulder

The Fundamentals of Software Architecture for Big Data course is designed for individuals interested in understanding the principles of software engineering in the context of developing large-scale software systems that harness big data. Throughout the course, participants will explore essential software engineering concepts required to construct and expand large, data-intensive, distributed systems. The curriculum begins with an exploration of software engineering best practices and the creation of loosely coupled, highly cohesive data microservices. As the course progresses, participants will witness the evolution of a distributed system over time, gaining insights into the architectural and operational aspects of big data systems.

Key topics covered in the course include:

  • Practice software engineering fundamentals such as test-first development, refactoring, continuous integration, and continuous delivery.
  • Architecting and creating big data or distributed systems using rest collaboration, event collaboration, and batch processing.
  • Developing performant, scalable distributed systems capable of handling big data.

Additionally, the course can be taken for academic credit as part of CU Boulder’s MS in Data Science or MS in Computer Science degrees, which are offered on the Coursera platform. These fully accredited graduate degrees provide targeted courses, short 8-week sessions, and pay-as-you-go tuition. Admission is based on performance in three preliminary courses, not academic history, making the degrees ideal for recent graduates or working professionals.

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Fundamentals of Software Architecture for Big Data
Course Modules

The Fundamentals of Software Architecture for Big Data course comprises four modules. Participants will delve into software engineering fundamentals, software architecture, production software, and specialized software architecture for big data. The course offers a comprehensive exploration of essential topics in these areas.

Software Engineering Overview

The Software Engineering Overview module provides a comprehensive introduction to software engineering fundamentals. Participants will delve into testing, best practices, and academic credit opportunities, gaining a solid foundation in software engineering principles.

Fundamentals of Software Architecture

The Fundamentals of Software Architecture module covers essential concepts for designing software architectures, including blockchain, application continuum, and coding exercises. Participants will explore the evolution of architectural approaches and engage in hands-on coding exercises to solidify their understanding.

Fundamentals of Production Software

The Fundamentals of Production Software module focuses on production readiness and reliable data processing. Participants will gain insights into the calculus of service availability and engage in coding exercises to reinforce their learning about production software fundamentals.

Fundamentals of Software Architecture for Big Data

The Fundamentals of Software Architecture for Big Data module delves into specialized software architecture for big data systems. Key topics include the CAP theorem, event collaboration, and evolutionary database design. Hands-on coding exercises will further enhance participants' understanding of these concepts.

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