Projects and Blog

Type:

Topic: All Topics Azure Functions Bioinformatics Consulting Data Science Data Storytelling FastAPI Gemini API LLaMA 3 Large Language Models Machine Learning Microbiome Analysis NLP Predictive Analytics PyTorch Python RAG Semantic Search Social Impact Streamlit Supervised Learning Vector Search

Local RAG-Powered Semantic Search Engine for Open-Source Epidemiology Documentation

Project Python FastAPI NLP Vector Search RAG PyTorch LLaMA 3

Built an end-to-end, offline-capable Retrieval-Augmented Generation (RAG) pipeline and semantic search backend for the Epiverse-Connect ecosystem using a two-stage retrieval system and local LLMs.

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Semantic Search Backend for resource constrained enviroments.

Project Semantic Search FastAPI Python Azure Functions

Semantic search backend using text embeddings (multi-qa-MiniLM-L6-cos-v1) with FastAPI. Features stateless scheduled jobs (Python/R) on Azure Functions for data acquisition/embedding generation and a REST API for querying the knowledge base.

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GutGenome Intelligence: LLM-Powered Microbiome Diagnostic System

Project Bioinformatics Large Language Models Microbiome Analysis Gemini API Data Science

Developed a sophisticated LLM pipeline that transforms raw 16S rRNA gene sequencing data into clinically-grounded veterinary diagnostic reports. The system leverages Google's Gemini LLM to interpret complex taxonomic profiles, providing automated analysis of dysbiosis scores, functional pathways (such as SCFA and LPS activity), and neuroinflammatory markers. It delivers actionable health insights, including dietary sensitivity predictions and FMT suitability assessments, bridging the gap between raw genomic data and clinical decision-making.

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Customer Review Dashboard using Topic modelling

Project NLP Python Streamlit Data Science

Built an interactive dashboard in Streamlit using Python and NLP techniques (sentiment analysis, topic modeling) to analyze unstructured customer reviews, uncovering key insights for product and marketing strategy.

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Customer Conversion Prediction to optimise ad spend

Project Machine Learning Supervised Learning Predictive Analytics

Built a predictive supervised machine learning model to predict if a user installing the app will result in conversion. Achieved 93% accuracy on test set.

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NGO Impact Assessment

Project Social Impact Data Storytelling Consulting

Consulting project for VSM to help them get an insight into their program implementation and evaluation strategies. Conducted impact assessment utilizing data storytelling to streamline their grant reporting and fundraising strategy.

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