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ramzia77/README.md

Sithy Ramzia

AI/ML Engineer | Generative AI | Data & Automation

Dubai, UAE · UAE Golden Visa Holder

LinkedIn · GitHub · Portfolio · Email

About

I'm an AI/ML Engineer focused on building practical AI systems, machine learning solutions, and automation workflows.

My experience spans Machine Learning, Generative AI, RAG, Agentic AI, Data Science, and Software Engineering, with professional experience at Emirates Group and hands-on research and product development.

I enjoy taking problems from data → model → application → deployment, with a focus on building reliable systems that solve real problems.

Core Skills

AI/ML
Python · PyTorch · scikit-learn · Transformers · XGBoost · GNNs · Reinforcement Learning

Generative AI
LLMs · RAG · Embeddings · LangChain · MCP · Azure OpenAI · Claude · FAISS

Data
SQL · pandas · NumPy · MariaDB/MySQL · Feature Engineering · Model Evaluation

Engineering
FastAPI · REST APIs · React · TypeScript · Git · Docker · GitLab CI/CD · Jenkins · pytest

Automation
n8n · API Integrations · Workflow Automation

Featured Work

SkyGraphOps

Spatio-Temporal AI Decision System

Forecasts delay propagation across transportation networks and converts predictions into operational recommendations using machine learning, reinforcement learning, and constraint optimization.

Python PyTorch GNNs Deep RL MCP Claude API CP-SAT

findocai

RAG for Financial Documents

AI pipeline for processing unstructured financial documents using OCR, embeddings, semantic retrieval, and LLMs, with a dedicated evaluation layer and a 33-test automated evaluation suite.

Python FastAPI Azure OpenAI FAISS OCR

Smart Retail

Recommendation & Analytics

Data science system combining personalized recommendations, sales forecasting, and anomaly detection for retail data.

Python SQL pandas scikit-learn TF-IDF Collaborative Filtering Isolation Forest

Experience

Emirates Group

Software Engineering Intern · Feb 2026 – May 2026

Worked on production systems supporting airline operations, including real-time dashboards, backend microservices, live APIs, operational data, and CI/CD.

Futurists Hub

AI & Automation Intern · Jun 2025 – Oct 2025

Built Python-based AI automation tools, LLM integrations, monitoring dashboards, and reliable workflows with logging and fallback handling.

MyAiPathways

AI Consulting Intern · Oct 2025 – Dec 2025

Built AI and automation solutions for clients, integrating APIs, automated document validation, and business workflows.

Research

XAI-Powered Micro-Expression Detection Against Deepfakes
Lead Author · ACM International Conference Proceedings Series · ICACS 2025

Additional research in Explainable Reinforcement Learning and ECG-based Machine Learning.

Education

B.Tech Computer Science & Engineering — Honours in Computational Intelligence
Manipal Academy of Higher Education, Dubai · 2026

CGPA: 9.5/10

Recognition

  • Student Achiever Award — MAHE Dubai
  • Best Presentation Award — ICACS 2025
  • Best Poster Award — AICCoNS 2026
  • Finalist — International Student Research Competition

Currently Learning

AWS Certified Machine Learning Engineer – Associate

Focused on production ML, cloud deployment, MLOps, and scalable AI systems.

Building AI systems that move from prototype to something people can actually use.

Pinned Loading

  1. Parameter-Efficient-Fine-Tuning-of-Language-Models-for-Low-Resource-NLP Parameter-Efficient-Fine-Tuning-of-Language-Models-for-Low-Resource-NLP Public

    This repository contains a comprehensive report and code for a comparative analysis of Parameter-Efficient Fine-Tuning (PEFT) methods. Our work addresses the significant computational challenges of…

    Python

  2. findocai findocai Public

    Financial-document AI pipeline: cited Q&A and structured extraction over loan agreements, invoices, and financial statements, with PII redaction and audit logging.

    Python

  3. Cars-AI-Assistant Cars-AI-Assistant Public

    Conversational AI Assistant

    Python

  4. mizan-scope3-doc-intelligence mizan-scope3-doc-intelligence Public

    Evidence-aware Scope 3 (supply-chain) carbon estimation from fragmented, multilingual trade documents — five-layer pipeline, decomposed uncertainty, and a 4,000-shipment controlled benchmark with a…

    Python

  5. SkyGraphOps SkyGraphOps Public

    Python

  6. smart-retail-intelligence smart-retail-intelligence Public

    Hybrid recommendation engine + XGBoost sales forecasting + Isolation Forest anomaly detection, served via FastAPI and an enterprise-style dashboard.

    Jupyter Notebook