Antony mapfumo - Design Science Research

Design Science: A Disciplined Approach to Engineering Embedded Systems

Design Science is a research methodology and problem-solving framework that focuses on the creation and evaluation of artifacts designed to solve real-world problems. Rather than studying systems passively, Design Science emphasizes active construction, experimentation, and rigorous evaluation. Its principles have traditionally been applied in information systems and software development, but they are equally relevant to modern embedded and IIoT engineering. In complex engineering domains — including embedded systems, IoT, and distributed sensor networks — the challenge is not just writing code or assembling hardware. It’s about systematically creating artifacts that solve practical problems effectively, reliably, and efficiently. ...

Oct 20, 2025 · 2 min
Antony mapfumo - Golang Certificate

Machine Learning web application using Python, Scikit-Learn, Flask

The scikit-learn Iris data-set consists of 3 (Setosa, Versicolour, and Virginica) species (50 samples per species, for a total of 150 samples) of the iris flower. Each sample has four measurements: sepal length, sepal width, petal length, petal width. Given these measurements a machine learning model can predict the iris specie with a high degree of accuracy. Here I demonstrate a machine learning web application using Python, Scikit-Learn machine learning library and Flask web framework. The application is then deployed on an Amazon EC2 instance. The source is on GitHub. ...

Apr 27, 2023 · 1 min
Antony mapfumo - Golang Certificate

Programming with Google Go Specialization - A Brief Course Review

Go or GoLang is an open source statically typed language that was created at Google by Rob Pike, Robert Griesemer, and Ken Thompson. It first appeared in Nov 2009 and has been rapidly gaining in popularity. Some of the language’s highlights include clean and highly accessible syntax, garbage collection, amazing native concurrency, fast compilation speed, excellent tooling, builtin documentation, good cross-platform support, ORM (Object-relational mapping ) library called GORM and excellent support for micro-services. ...

Apr 22, 2023 · 2 min