BIOMEDICAL RESEARCH · APPLIED ML · DATA ENGINEERING

Connecting biology,
data & useful AI.

I’m Ashray. I combine a background in neuroscience and laboratory research with experience in data engineering, applied machine learning, and technical mentoring.

My work explores biomedical knowledge graphs, drug–target prediction, and the data workflows that make analysis useful.

Interested in healthcare AI, data engineering, and technical consulting opportunities.

View CV ↗

SELECTED WORK

From biological questions
to working methods.

All projects →
01

BIOMEDICAL ML / INDEPENDENT EXPLORATION

Investigating gene relationships with knowledge graphs

Preparing graph data, comparing link predictions with simple baselines, and examining the evidence around NLRP3 and LGALS3.

OptimusKGBioPathNetModel evaluation
02

MOLECULAR ML / CAPSTONE PROJECT

Learning from compounds and protein sequences

A drug–kinase modelling workflow combining molecular fingerprints, protein representations, and regression models.

RDKit / DeepChemSequence featuresRegression
03

TECHNICAL EDUCATION / DATA PRACTICE

Making technical methods usable

Interactive Python learning materials, data engineering curriculum, and mentoring for applied data projects.

Python / SQLJupyter BookTechnical communication

HOW I CAN CONTRIBUTE

Scientific context. Practical delivery.

01 / INVESTIGATE

Applied biomedical ML

Biological data preparation, exploratory modelling, baseline comparisons, and careful interpretation of predictions.

02 / CONNECT

Data engineering

Python and SQL, API-based data collection, data integration, database design, and reproducible workflows.

03 / EXPLAIN

Technical consulting & mentoring

Translating requirements, documenting methods, developing learning resources, and helping people communicate technical decisions.

WRITING & LEARNING

Working through the ideas.

Browse the writing →

Earlier tutorials on molecular machine learning, graphs, and communicating with data.

LET’S TALK

Working on a useful
problem in health or data?

I’m interested in roles and project conversations that bring scientific understanding and practical implementation together.

Email Ashray ↗Download my CV