DISCLAIMER
- The content on this page aims to provoke, inspire, and spark curiosity.
- The content was created by Antonio Feijao UK's interactions with ChatGPT.
- The data on this website might not be accurate, so please read with a critical mindset and use at your own risk.
- Antonio Feijao UK cannot be held responsible for any inaccuracies.
High-Impact Curriculum for a Computer Science Degree¶
Core Skills (80/20 Prioritisation)¶
1. Programming and Software Development¶
(Key foundational skills that provide broad applications across various fields)
Object-Oriented Programming
- Classes and Objects
- Inheritance and Polymorphism
- Design Patterns
- Reference: "Design Patterns: Elements of Reusable Object-Oriented Software" by Erich Gamma et al.
- YouTube: Object-Oriented Programming in Java - Full Course by freeCodeCamp.org
- Pluralsight: Object-Oriented Programming Fundamentals in C#
- O'Reilly: Design Patterns in Python
Algorithm Design
- Sorting and Searching Algorithms
- Complexity Analysis
- Dynamic Programming
- Reference: "Introduction to Algorithms" by Thomas H. Cormen et al.
- YouTube: Algorithms and Data Structures Tutorial by freeCodeCamp.org
- Pluralsight: Algorithms and Data Structures - Part 1
- O'Reilly: Algorithm Design Techniques
Data Structures
- Trees and Graphs
- Hash Tables
- Arrays and Linked Lists
- Reference: "Data Structures and Algorithm Analysis" by Mark Allen Weiss
- YouTube: Data Structures Easy to Advanced Course by freeCodeCamp.org
- Pluralsight: Data Structures and Algorithms in Python
- O'Reilly: Data Structures in Python
Software Engineering
- Software Development Life Cycle
- Version Control Systems
- Unit Testing
- Reference: "Software Engineering" by Ian Sommerville
- YouTube: Software Engineering Full Course by Knowledge Gate
- Pluralsight: Software Development Processes and Methodologies
- O'Reilly: Version Control with Git
2. Machine Learning and Artificial Intelligence¶
(Rapidly growing fields with applications across industries)
Machine Learning
- Supervised Learning
- Linear Regression
- Classification Algorithms (e.g., Decision Trees, SVM)
- Neural Networks and Deep Learning
- Convolutional Neural Networks (CNNs)
- Recurrent Neural Networks (RNNs)
- Reference: "Pattern Recognition and Machine Learning" by Christopher Bishop
- YouTube: Machine Learning Crash Course by Google Developers
- Pluralsight: Introduction to Machine Learning
- O'Reilly: Deep Learning: A Practitioner's Approach
- A Cloud Guru: Machine Learning with AWS
AI Ethics and Bias
- Ethical Considerations in AI
- Fairness and Transparency
- Reference: "Weapons of Math Destruction" by Cathy O'Neil
- YouTube: Ethics of AI by MIT OpenCourseWare
- Pluralsight: Artificial Intelligence Ethics: Bias and Transparency
- O'Reilly: Ethical Data Science
3. Data Science and Big Data¶
(Essential for leveraging data-driven insights and decision-making)
Data Analysis and Visualisation
- Data Wrangling and Cleaning
- Visualisation Tools and Techniques
- Reference: "Python for Data Analysis" by Wes McKinney
- YouTube: Python Data Analysis Tutorial by Corey Schafer
- Pluralsight: Data Analysis with Python
- O'Reilly: Data Wrangling with Python
Big Data Technologies
- Hadoop and Spark
- Distributed Computing
- Reference: "Hadoop: The Definitive Guide" by Tom White
- YouTube: Big Data and Hadoop Full Course by Edureka
- Pluralsight: Big Data: The Big Picture
- O'Reilly: Introduction to Apache Spark
4. Cybersecurity¶
(Vital for protecting systems and information in a digital world)
Network Security
- Firewalls and Intrusion Detection Systems
- Virtual Private Networks (VPNs)
- Reference: "Network Security Essentials" by William Stallings
- YouTube: Network Security Tutorial for Beginners by Simplilearn
- Pluralsight: Introduction to Network Security
- O'Reilly: Network Security Architectures
Cryptography
- Symmetric and Asymmetric Encryption
- Public Key Infrastructure (PKI)
- Reference: "Cryptography and Network Security" by William Stallings
- YouTube: Cryptography and Network Security by Neso Academy
- Pluralsight: Cryptography: The Big Picture
- O'Reilly: Understanding Cryptography
5. Cloud Computing¶
(Important for building scalable and flexible solutions)
Cloud Architecture and Services
- Infrastructure as a Service (IaaS)
- Platform as a Service (PaaS)
- Reference: "Architecting the Cloud" by Michael J. Kavis
- YouTube: Cloud Computing Full Course by Simplilearn
- Pluralsight: Cloud Concepts: The Big Picture
- O'Reilly: Architecting Cloud Computing Solutions
- A Cloud Guru: Introduction to AWS
Cloud Security
- Identity and Access Management
- Data Encryption in the Cloud
- Reference: "Cloud Security: A Comprehensive Guide to Secure Cloud Computing" by Ronald L. Krutz
- YouTube: Cloud Security Best Practices by AWS Online Tech Talks
- Pluralsight: Introduction to Cloud Security
- O'Reilly: Cloud Security Fundamentals
- A Cloud Guru: AWS Security Essentials
6. Digital Forensics¶
(Critical for cybercrime investigation and analysis)
Digital Forensics Fundamentals
- Forensic Tools and Techniques
- Legal and Ethical Considerations
- Reference: "Digital Forensics and Cyber Crime" by Joshua I. James
- YouTube: Digital Forensics Fundamentals by Computerphile
- Pluralsight: Computer Forensics: Incident Response Essentials
- O'Reilly: Digital Forensics Basics
Cybercrime Investigation
- Evidence Collection and Preservation
- Reference: "Incident Response & Computer Forensics" by Kevin Mandia et al.
- YouTube: Introduction to Digital Forensics by Cybrary
- Pluralsight: Digital Forensics: Digital Evidence Collection
- O'Reilly: Incident Response Planning
Supporting Topics (Broader Knowledge)¶
1. Internet of Things (IoT)¶
(Prominent in creating innovative, interconnected solutions)
IoT Security and Privacy
- Securing IoT Devices
- Privacy Concerns in IoT Systems
- Reference: "The Internet of Things" by Samuel Greengard
- YouTube: IoT Security Best Practices by IBM Technology
- Pluralsight: Internet of Things: The Big Picture
- O'Reilly: IoT Security
IoT Architecture and Protocols
- Sensor Networks
- Communication Protocols (e.g., MQTT, CoAP)
- Reference: "Architecting the Internet of Things" by Dieter Uckelmann et al.
- YouTube: Introduction to IoT by Simply Explained
- Pluralsight: IoT Networking Fundamentals
- O'Reilly: IoT Architecture
2. Blockchain Technology¶
(Transformative applications beyond cryptocurrencies)
Blockchain Fundamentals
- Cryptographic Principles
- Distributed Ledgers
- Reference: "Mastering Bitcoin" by Andreas M. Antonopoulos
- YouTube: Blockchain Technology Explained by Simply Explained
- Pluralsight: Blockchain: The Big Picture
- O'Reilly: Blockchain Fundamentals
Applications of Blockchain
- Smart Contracts
- Reference: "Blockchain Basics" by Daniel Drescher
- YouTube: Blockchain Applications in Real Life by Simplilearn
- Pluralsight: Smart Contracts on Ethereum
- O'Reilly: Developing Blockchain Applications
3. Quantum Computing¶
(Poised to revolutionise computing power)
Quantum Algorithms
- Quantum Supremacy and Computing Power
- Quantum Cryptography
- Reference: "Quantum Computing for Computer Scientists" by Noson S. Yanofsky and Mirco A. Mannucci
- YouTube: Quantum Computing Concepts by Qiskit
- Pluralsight: Introduction to Quantum Computing
- O'Reilly: Quantum Computing for Developers
Quantum Computing Hardware
- Qubits and Quantum Gates
- Reference: "Quantum Computation and Quantum Information" by Michael A. Nielsen and Isaac L. Chuang
- YouTube: How Does a Quantum Computer Work? by Veritasium
- Pluralsight: Quantum Computing: Hardware and Software
- O'Reilly: Quantum Programming
Additional Learning Resources¶
Coursera
- Offers courses from top universities like Stanford, MIT, and University of Michigan. Great for structured, instructor-led courses with certificates.
- Coursera Computer Science Courses
edX
- Similar to Coursera, with courses from leading institutions, often free to audit. Useful for in-depth study and credentials.
- edX Computer Science Courses
Khan Academy
- Provides free courses in computer science fundamentals, algorithms, and more. It's particularly useful for beginners and visual learners.
- Khan Academy Computer Science
Udacity
- Known for nanodegrees in AI, machine learning, data science, and more, offering hands-on projects and mentorship.
- Udacity Nanodegree Programs
MIT OpenCourseWare
- Free access to MIT's course materials, including lectures, assignments, and exams, covering a wide range of topics.
- MIT OpenCourseWare
LinkedIn Learning
- Offers a broad range of courses across tech, business, and creative fields, with a focus on skills development.
- LinkedIn Learning Technology Courses
Online Code Platforms¶
LeetCode
- Great for practicing algorithms and data structures through coding challenges.
- LeetCode
HackerRank
- Offers coding challenges and competitions in various programming languages.
- HackerRank
Open Access Journals and Publications¶
arXiv.org
- Provides access to open-access papers and preprints in computer science and related fields.
- arXiv
IEEE Xplore
- Offers access to a vast repository of scholarly articles, though some may require institutional access.
- IEEE Xplore
Professional Certifications¶
AWS Certified Solutions Architect
- For cloud computing expertise and skills.
- AWS Certified Solutions Architect
Professional Certifications (Expert Level)¶
AWS Certified Solutions Architect – Professional
- Advanced certification for designing distributed applications and systems on the AWS platform.
- AWS Certified Solutions Architect – Professional
Certified Information Systems Security Professional (CISSP)
- Recognised expert-level certification for information security professionals covering a broad range of cybersecurity topics.
- CISSP Certification
Google Cloud Professional Data Engineer
- Expert certification for designing, building, and operationalising data processing systems on Google Cloud.
- Google Cloud Professional Data Engineer
Microsoft Certified: Azure Solutions Architect Expert
- Expert-level certification for designing and implementing solutions on Microsoft Azure, covering aspects like compute, network, storage, and security.
- Azure Solutions Architect Expert
Certified Ethical Hacker (CEH)
- Advanced certification for understanding and performing penetration testing, vulnerability assessments, and ethical hacking techniques.
- Certified Ethical Hacker (CEH)
AWS Certified DevOps Engineer – Professional
- Focuses on provisioning, operating, and managing distributed application systems on the AWS platform, with an emphasis on automation and continuous delivery.
- AWS Certified DevOps Engineer – Professional
Google Professional Cloud Architect
- An expert certification that focuses on enabling organizations to leverage Google Cloud technologies.
- Google Professional Cloud Architect
Certified Kubernetes Administrator (CKA)
- An expert certification that validates your skills in managing Kubernetes clusters.
- Certified Kubernetes Administrator (CKA)
AWS Certified Advanced Networking – Specialty
- Specialised certification focused on designing and maintaining network architecture for AWS services, with advanced skills in hybrid IT networking.
- AWS Certified Advanced Networking – Specialty
AWS Certified Security – Specialty
- Specialised certification focused on advanced cloud security practices, including data protection, encryption, and identity management.
- [AWS Certified Security – Specialty](https://aws.amazon.com/certification/certified-security-specialty/)
AWS Certified Machine Learning – Specialty
- Focuses on developing, deploying, and managing machine learning models on AWS, tailored for data scientists and developers.
- [AWS Certified Machine Learning – Specialty](https://aws.amazon.com/certification/certified-machine-learning-specialty/)
AWS Certified Database – Specialty
- Designed for those with expertise in database solutions, including design, migration, deployment, and management on AWS.
- [AWS Certified Database – Specialty](https://aws.amazon.com/certification/certified-database-specialty/)
AWS Certified Data Analytics – Specialty
- Validates skills in designing and managing AWS solutions that provide valuable insights from data, with a focus on analytics.
- [AWS Certified Data Analytics – Specialty](https://aws.amazon.com/certification/certified-data-analytics-specialty/)
Community and Networking¶
ACM (Association for Computing Machinery)
- Join for networking and staying informed about industry trends.
- ACM
IEEE Computer Society
- Engage with a community focused on advancing technology.
- IEEE Computer Society
Project-Based Learning¶
Capstone Projects
- Encourage learners to undertake capstone projects to apply skills and build a portfolio.
Open-Source Contributions
- Contribute to open-source projects for practical experience and community engagement.
Curriculum Focus¶
By concentrating on the core skills, particularly those identified as high-impact through the Pareto Principle, you can build a strong foundational knowledge that applies broadly across many areas of Computer Science.
The supporting topics offer a wider scope, enabling you to explore cutting-edge technologies and prepare for future advancements.
This curriculum is designed to equip you with the essential skills and knowledge necessary to excel in both current and emerging fields within the tech industry.
Happy learning