TechBlogResearch, engineering and student work
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DSTI / TechBlog — research, engineering and work in progress

DSTI TechBlog: ideas, systems and projects worth examining.

Faculty research, student-built datasets, alumni work in the field, and engineering decisions from inside DSTI School of Engineering. Each article begins with something real: a model, a paper, a repository, a system or a difficult trade-off.

Applied Mathematics for AIModels, optimisation and statistical reasoning
A fitted model curve through observations, with a tangent vector and the area under the curve
Digital Engineering for AILayered inference graph · forward pass
A layered inference graph with input, hidden and output nodes, highlighting one forward path
7substantial articles now published
4editorial voices across faculty, students, alumni and Team DSTI
Open evidencepapers, repositories, datasets and engineering records where available

Published work

Equal-weight editorial cards keep the focus on the work itself. Sort by contributor group, or move across research, projects and engineering practice.

AlumniOpen-source R
R · pharmacological data

From complex drug databases to reproducible R workflows

How dbparser turns DrugBank, OnSIDES and TWOSIDES into consistent, traceable R objects for reproducible research.

Rdbparserpharmacovigilance
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FacultyAI is tech
Semantic Web · knowledge graphs

When a link carries meaning

Knowledge graphs, Linked Data and open standards: how explicit meaning changes the architecture of AI systems.

Semantic-WebLinked-Dataknowledge-graphs
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FacultyAI is maths
Data assimilation · physical models

When the model already knows the physics

Why intelligent systems should combine observations, optimisation and physical models instead of relearning nature from scratch.

data-assimilationoptimisationhybrid-ai
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StudentsOpen dataset & benchmark
Multilingual AI · idiom interpretation

Building IdiomX: language beyond the literal

A reproducible multilingual dataset and four-task benchmark for detecting, retrieving and interpreting idioms across English, Arabic and French.

NLPmultilingual-aiopen-data
Explore the project
AlumniIEEE Big Data Cup 2025
Responsible AI · temporal modelling

Predicting mental health risk through social media

A first-place approach combining LLM post classification with lightweight temporal modelling to forecast an unseen future risk level.

LLMsordinal-classificationresponsible-ai
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FacultyAI is maths
Random Forest · big data

Scaling a random forest without losing the statistics

Why scaling Random Forest models can change the statistics, and how out-of-bag error and variable importance became VSURF.

Random-ForestVSURFmachine-learning
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Team DSTIEngineering systems
Web architecture · verified delivery

Rebuilding dsti.school: eighteen months on the road, three weeks at the keyboard

How international field insight became a deterministic, multilingual and AI-portable publishing system without losing the human reasons for building it.

web-engineeringschema.orgAI-portability
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What the TechBlog covers

AI, maths and modellingMethods, assumptions, evaluation and the science beneath intelligent systems.
Data and software systemsArchitecture, deployment, validation, reproducibility and operational trade-offs.
Student and alumni projectsWork that has become a dataset, repository, paper, product or professional contribution.
Engineering educationHow research, teaching and practice meet inside a specialist school of engineering.

Have a technical story worth documenting?

Students, alumni, faculty and Team DSTI can propose an account grounded in real work, evidence and lessons learned.

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