<Aerospace_engineer_building_AI_data_pipelines>

/* I use AI to convert messy, unstructured files into searchable, machine-readable data for workflows and analytics. */

View_my_work Get_in_touch

🟡 Open to consulting

username.png

Currently an Extern @TruBridge

View_my_work Get_in_touch

<Work_samples>

Portfolio items include an externship converting mortgage files into machine-readable records and an active externship on healthcare data analytics, showcasing pipeline design and document automation.

Outamation AI-Powered Workflow Automation Externship
[01]Outamation ExternshipSep 2025
Outamation AI-Powered Workflow Automation Externship
An Outamation externship on AI-powered document workflow automation focused on turning unstructured mortgage files into searchable, machine-readable data.
AI & MLOperationsGoogle ColabLlama IndexPython
TruBridge Healthcare Data Analytics Externship
[02]TruBridge Externship⏱️ In progress
TruBridge Healthcare Data Analytics Externship
A TruBridge externship in healthcare data analytics focused on working with public datasets, building dashboards, and applying statistical and trend analysis to clinical data.
Data AnalysisGoogle Colab

<About_me>

I use AI to convert messy, unstructured files into searchable, machine-readable data for workflows and analytics.

I am Nabil Ferdous, an aerospace engineer focused on applying artificial intelligence to real-world data problems. I have completed externships that applied AI to document workflow automation and to healthcare data analytics, and I build practical pipelines that turn messy inputs into usable data.

Externships

TruBridge Healthcare Data Analytics Externship

TruBridge

Education

Queen Mary University of London

MEng Aerospace Engineering · Class of 2024

Skills

Artificial intelligenceDocument workflow automationData pipeline designUnstructured data processingHealthcare data analytics

Back_to_works

Outamation · Sep 2025 ↗

✅ Verified by Extern

<Outamation_AI-Powered_Workflow_Automation_Externship>

An Outamation externship on AI-powered document workflow automation focused on turning unstructured mortgage files into searchable, machine-readable data.

AI & MLOperationsGoogle ColabLlama IndexPython

/Overview

The externship work assembled an end-to-end document intelligence pipeline for mortgage files, covering OCR, extraction, RAG retrieval, and a user-facing chatbot. Deliverables included Colab notebooks, OCR comparisons, a blob-segmentation pipeline, RAG experiments with open-source models, and a runnable demo documenting accuracy and performance.

Outamation AI-Powered Workflow Automation Externship

Open Link

//What I've accomplished

I produced a complete, runnable Colab demo of an AI-powered mortgage document pipeline, including OCR comparisons, extraction notebooks, a blob segmentation and routing pipeline, RAG implementations, open-source model experiments, and a Gradio chatbot.

///Project breakdown

View_all_works

Back_to_works

TruBridge ↗

✅ Verified by Extern · ⏱️ In progress

<TruBridge_Healthcare_Data_Analytics_Externship>

A TruBridge externship in healthcare data analytics focused on working with public datasets, building dashboards, and applying statistical and trend analysis to clinical data.

Data AnalysisGoogle Colab

/Overview

The externship explored public healthcare datasets and applied statistical modeling, trend analysis, and dashboarding techniques to clinical data. The work analyzed patterns in infection and outcome metrics and produced interactive visualizations and analytic summaries based on those datasets.

TruBridge Healthcare Data Analytics Externship

//What I've accomplished

I translated healthcare datasets into analytic outputs: I reviewed the role of data analytics in healthcare, prepared data for analysis, built statistical models, and produced interactive dashboards and summaries.

///Project breakdown

View_all_works

<Work_samples>

Outamation AI-Powered Workflow Automation Externship

TruBridge Healthcare Data Analytics Externship

<About_me>

<Outamation_AI-Powered_Workflow_Automation_Externship>

/Overview

//What I've accomplished

///Project breakdown

How AI Reads and Understands Mortgage DocumentsI identified missing and irrelevant documents in a mortgage packet and proposed how AI components could address those gaps.

Learn to Work with Python for AI-Powered Document ProcessingI prepared and cleaned mortgage document data, practiced Python and image preprocessing in Google Colab, and produced code notebooks and a processed scanned document.

Data Extraction from Documents Using PythonI extracted text and structured fields from multi-page mortgage PDFs using Python, producing a runnable Colab notebook with the code and results.

Advanced OCR Comparison and Layout-Aware ExtractionI ran OCR experiments on a scanned mortgage PDF, preprocessing images and extracting text with Tesseract, PaddleOCR, and EasyOCR to compare output quality and structure preservation.

Introduction to Retrieval-Augmented Generation (RAG)I built a complete RAG pipeline for document retrieval using LlamaIndex and tested retrieval, chunking, and embedding steps in a Colab notebook.

Advanced RAG and Open-Source ExperimentsI ran open-source embedding and LLM experiments to improve a RAG pipeline for mortgage documents, comparing configurations and model outputs.

Blob Processing, Classification, and RoutingI built a segmentation and routing prototype to split multi-document mortgage PDFs, tag pages with metadata, and route each document to the appropriate extraction pipeline.

Gradio Chatbot with RAG IntegrationI built a Gradio chatbot UI and connected it to a RAG pipeline for document Q&A, implemented in a Colab notebook.

<TruBridge_Healthcare_Data_Analytics_Externship>

/Overview

//What I've accomplished

///Project breakdown

Importance and application of data analyticsI reviewed how data analytics is applied in healthcare, summarizing decision-making use cases and real-world examples that connect clinical metrics to analytic methods.