Umuzi Tech Department > Syllabus > Data Science

Data Science

Introduction to NCIT curriculum
NCIT 01: Conducting research and user interviews
NCIT 02: Reporting
NCIT 03: Research presentation
TOPICS: Agile & Scrum
WORKSHOPS: Agile and Scrum
NCIT 18: Agile project management
NCIT 19: Agile meetings
WORKSHOPS: How to be a professional
TOPICS: Python self-learning
TOPICS: Clean Code for Python
PROJECTS: Git Basic Exercises
NCIT 04: Version control (GIT) for teamwork
PROJECTS: Level 1 programming katas
PROJECTS: Build your first personal website
TOPICS: [TODO] How to ask for help with your code
NCIT 10: Workshop: Giving and receiving constructive feedback
NCIT 06: Web design for business
NCIT 07: Building an online business
NCIT 12: Business and technology
NCIT 09: Ethics and Professionalism in IT
WORKSHOPS: Clean Code (language agnostic)
TOPICS: Intro OOP(Object-oriented Programming) for Python
TOPICS: Automated Testing in Python
TOPICS: Virtual Environments
WORKSHOPS: Survey design
WORKSHOPS: Google forms like a boss
PROJECTS: Assertive programming kata
PROJECTS: [TODO] Data Visualisation Projects
WORKSHOPS: Data Ethics
NCIT 11: Test-driven development
PROJECTS: string-calculator
PROJECTS: Statistical Thinking
TOPICS: The Tech Landscape Terminology
NCIT 12: Business and technology
PROJECTS: Data Wrangling
PROJECTS: Cross-validation & Simple Linear Regression
PROJECTS: Multivariate Linear Regression
NCIT 13: Object-oriented programming
TOPICS: How the internet works
TOPICS: Data Ethics and Privacy
NCIT 05: History of the Internet
NCIT 08: Pseudocode and documentation
PROJECTS: OOP for data science
PROJECTS: Plotly Dashboard Assignment
NCIT 14: Database Development
PROJECTS: SQL
NCIT 15: Analytics, Surveys, and Reports / Input & Output
PROJECTS: Logistic regression
WORKSHOPS: Agile and Scrum
PROJECTS: Decision Trees
NCIT 16: Thinking like a machine / Boolean algebra, logic
NCIT 17: Search and sort techniques
NCIT 18: Agile project management
NCIT 19: Agile meetings
NCIT 20: Managing the Software Development Process
TOPICS: optimizations and big-O
NCIT Summative assessment
WORKSHOPS: Git for Teamwork
WORKSHOPS: [TODO] Agile Recap
TOPICS: Database Comparison
PROJECTS: K-Means Clustering Assignment
PROJECTS: Natural language processing

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