From West Bengal, India · Based in the United Kingdom

Nivedita Saha

MSc in Artificial Intelligence & Data Science (Distinction)

Data Scientist — Machine Learning, Predictive Modelling & Simulation

I build machine-learning and simulation systems that turn complex data into something people can actually understand — and away from the screen I paint, cook, and love to travel.

Scroll
Keele Hall, Keele University, under snow Keele University

01 — About

Equally at home with data and a paintbrush.

I earned my MSc in Artificial Intelligence & Data Science with Distinction from Keele University. For my master's project, I built a system that helps predict heart disease from medical data. It didn't just give an answer — it could also explain the reasons behind each prediction, so that a doctor could understand and trust what the computer was suggesting.

Since then I've kept building. I've created projects that simulate how people negotiate, that model how wildlife moves through a forest, and that read satellite images to measure the health of forests. I've also co-authored published research in psychology and education. The common thread is simple: take something complicated and make it clear and useful.

Away from the screen, I paint, I cook, and I love visiting historical places. Right now I work as a Chef de Partie while I build toward my next role in data science and AI — a deliberate, resourceful chapter, not a gap. The kitchen and the desk ask for the same things: precision, calm under pressure, and care.

02 — Toolkit

What I work with

Grouped by how I actually use them — from modelling and analysis to the craft of shipping something someone can read.

Machine Learning & Data

Building and explaining models end to end.

PythonMachine Learning Agent-Based ModellingMesa Scikit-learnTensorFlow SHAPLIME Monte CarloApache Spark LLM / Multi-AgentRemote Sensing OpenCV

Research & Analysis

Designing studies and reading the numbers.

SQLSPSSAMOS Statistical AnalysisResearch Design Power BITableau SeabornMatplotlib PlotlyAcademic Writing Harvard Referencing

Build & Craft

Turning models into things people can use.

DockerFlask StreamlitPostgreSQL AWSAzureGit & GitHub Web DevelopmentData Storytelling Cross-cultural TeamworkGrace Under Pressure

03 — Experience

A path that isn't straight — on purpose

Research, operations, and hospitality. Each one taught me something the next needed.

Apr 2026 — Present · United Kingdom
Chef de Partie · Compass Group UK & Ireland

Running a kitchen section on a flexible basis while building a portfolio of applied machine-learning and simulation projects and pursuing data science and AI opportunities — steady technical output alongside employment, with composure under pressure, strict hygiene compliance, and teamwork in a diverse kitchen.

time managementcomposureteamwork
Oct 2025 — Mar 2026 · Liverpool, UK
Chef · Sodexo Live!

Coordinated food service across large-scale events (up to 10,000 attendees), managing competing priorities and holding quality under peak-time pressure within a diverse, multicultural team.

operations at scaleprioritisation
Mar 2025 — Aug 2025 · Liverpool, UK
Commis Chef · SSP Group plc

Delivered consistent performance in a high-pressure, audit-driven environment with 100% hygiene compliance, and reduced ingredient shortages by 20% through proactive planning.

reliabilityplanning
Oct 2024 — Dec 2024 · Internship
Market Research Assistant · Hixon Group

Ran competitor analysis and studied LinkedIn and Google Analytics data to guide strategy for the Flourish Project. Built a 3-year technology events calendar (HTML, CSS, JavaScript) and produced marketing and outreach content.

analyticsstrategyweb
Jul 2024 — Sep 2024 · Keele University, UK · Hybrid
Data Analyst · Innov8 Agency Ltd

Improved recruitment data processes and supported growth initiatives, using data analysis techniques to strengthen recruitment outcomes and drive innovation.

data analysiscommunication
Jul 2023 — Dec 2023 · Bangladesh · Remote
Research Assistant · United International University

Cleaned, prepared and statistically analysed a large survey dataset on learner autonomy and language-strategy use. Applied SPSS and AMOS for correlation and regression analysis, producing visual reports that supported academic publications and institutional decisions.

SPSSAMOSresearch
Apr 2022 — Sep 2023 · India · Hybrid
Assistant Manager · Apollo Plywood Industries

Managed production and operational projects end to end using MS Project, Asana, Excel and Tableau — schedules, Gantt charts and dashboards. Coordinated suppliers and staff, supported budgeting and inventory tracking, and analysed workflow data to cut delays and improve efficiency.

project planningcoordination
May 2017 — Oct 2019 · India
Operations Coordinator · Apollo Plywood Industries

Managed day-to-day operations — inventory tracking, order processing and cross-department workflow — and prepared reports on sales, product efficiency and customer demand to support management decisions.

operationsworkflow optimisation

04 — Selected Work

Things I've built

Current focus: multi-agent simulation, agent-based modelling, and forest remote sensing. Full code lives on GitHub.

Chart comparing 2D and 3D cardiac contraction feature distributions MSc Dissertation · Flagship

Predicting Heart Disease — and Explaining It

My master's project: a system that predicts heart disease from cardiac contraction data and, crucially, explains the reasons behind each prediction so clinicians can understand and trust it. Highly accurate and fully interpretable — now being extended with neuro-symbolic AI.

PythonMachine LearningExplainable AITensorFlow
Python code defining the multi-agent negotiation simulationLLM · Multi-Agent

Multi-Agent LLM Negotiation Simulator

A free-to-run simulator where AI agents negotiate with each other, developing shifting positions and a sense of reputation over time — a way to study how deals form.

PythonLLMMulti-Agent
Monte Carlo outcome distribution chartSimulation · Statistics

Monte Carlo Analysis of Negotiation Outcomes

Fifty randomised runs of the negotiation simulator, analysed together to show how often agreements happen and how positions settle — turning many simulations into a clear picture of what's likely.

PythonMonte CarloStatistics
Wildlife forest agent-based model landscape snapshotAgent-Based Model

Wildlife & Forest Agent-Based Model

A simulation of how animals use the landscape under different levels of forest management — showing how simple local behaviour adds up to big patterns across an ecosystem.

PythonMesaSimulation
LiDAR canopy height modelRemote Sensing · LiDAR

LiDAR Forest Canopy Analysis

Processing laser-scan data of a forest to build a canopy-height map and estimate tree heights — reconstructing the shape of the forest from a cloud of 3D points.

PythonLiDARPoint Clouds
Sentinel-2 NDVI forest health mapRemote Sensing · Satellite

Sentinel-2 Forest Health Mapping

Using Sentinel-2 satellite imagery to measure vegetation greenness (NDVI) and map how healthy a forest is across a whole area.

PythonSentinel-2NDVI
SAR forest biomass estimation mapRemote Sensing · Radar

SAR Forest Biomass Estimation

Using Sentinel-1 radar data — which sees through cloud and darkness — to estimate how much forest is present across a landscape.

PythonSARSentinel-1
Systems · Cloud

Smart Building Digital Twin

A live software "twin" of a building that simulates its sensors and automatically flags anything unusual — packaged with Docker so it runs anywhere.

DockerFlaskAnomaly DetectionREST API
SQL · Fraud Analytics

Insurance Fraud Risk Analysis

Sifting through insurance data with SQL and an anomaly-detection model to spot the unusual claims most likely to be fraud.

BigQuery SQLIsolation ForestAnalytics

More on GitHub — Power BI dashboards, SQL projects, a cloud-hosted cardiac API, and more. Browse all repositories

Earlier work — kept to show the climb

Vehicle Recognition System ↗

A computer-vision tool that reads number plates using OpenCV and OCR — an early hands-on project.

Event Ticket Forecasting ↗

Predicting event ticket sales with time-series models (ARIMA, XGBoost) in a small team project.

Weather App (Spring Boot) ↗

A weather app that fetches live data through an API — an early software-development exercise.

05 — Research & Writing

Published work

Peer-reviewed and preprint research across psychology, education, and AI.

Preprint · PsyArXiv

Exploring Narcissistic Personality Disorder Among Higher Education Students in West Bengal

Nivedita Saha & Dipty Subba

A quantitative study of narcissistic traits among higher-education students in West Bengal, examining prevalence and correlates. Prepared for journal submission.

Further publications span AI in education, cyberbullying, and digital mental health. Full list available on request.

06 — Beyond the Screen

The other half of me

The parts that don't fit on a CV — and quietly make the rest better.

Painting

Colour, patience and composition. Painting is where I slow down and think differently — it's taught me as much about attention to detail as any dataset.

Cooking

Indian food at heart, with a love for Mediterranean, Italian and Japanese flavours. Cooking is creativity you can share — and, these days, part of how I make a living too.

Writing

I enjoy writing — reflections on what I'm learning, the places I visit, and the small things worth noticing. Putting ideas into plain words keeps my thinking honest.

Travel & Historical Places

I love standing where history happened. Türkiye has a special hold on me — its history and old cities. Closer to home, I've recently explored a few beautiful corners of the UK, including the Lake District.

07 — Contact

Let's build something together

Open to data science and AI opportunities — and always happy to talk shop. The best places to reach me: