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Mohamed
Fathir

AI Engineer & Data Scientist

Building scalable
Automation.

Specializing in MLOps, LLMs, and Multi-Agent Systems to drive enterprise efficiency.

Visual
Intelligence.

Advanced Intelligent Document Processing and real-time computer vision systems.

About Me

AI Engineer with 3+ years of experience specializing in MLOps, Generative AI, Multi-Agent Systems, and Intelligent Document Processing (IDP).

An IT graduate from the University of Colombo, I combine a strong foundation in Industrial Statistics with practical expertise in architecting scalable AI solutions.

My work focuses on building and deploying high-throughput production systems and orchestrating autonomous workflows to drive enterprise automation. I thrive in fast-paced environments, bringing a start-up mindset and a commitment to agile delivery.

My Journey

My professional experience and academic background.

AI Engineer

Kainovation Technologies

Jul 2024 – Jan 2026

End-to-End ML Pipelines: Architected and deployed a privacy-preserving AI platform, managing the full lifecycle from data ingestion to multi-LLM inference and secure CI/CD pipelines.
MLOps & Automation: Built an enterprise-grade benchmarking framework to automate model testing and validation, significantly improving deployment readiness and evaluation reliability.
Computer Vision & OCR: Developed high-throughput OCR and document intelligence pipelines, utilizing deep learning models to clean and extract data from complex, low-quality datasets (invoices, forms).
Generative AI & NLP: Designed a Text-to-SQL system for ERP platforms, enabling non-technical users to query complex databases using natural language, bridging the gap between data and business teams.
Model Deployment: Implemented a real-time PPE detection system using custom YOLO models, optimizing inference performance for edge deployment and automated safety monitoring.
Multi-Agent Systems: Deployed a multi-agent backend for AR assistants, orchestrating tools for real-time interaction and voice processing.

Data Scientist

Kainovation Technologies

Jan 2023 – Jun 2024

Architected a production-ready ML pipeline for Customer Churn Prediction, integrating Kafka for real-time streaming, Airflow for orchestration, and MLflow for tracking.
Built time-series forecasting models for agricultural commodity price prediction, supporting data-driven supply chain optimization.
Implemented an AI-powered logistics optimization system using Google OR-Tools to solve complex VRP problems, improving route efficiency and fuel utilization.
Engineered an NLP-driven sentiment analysis engine to perform real-time opinion mining on social media streams, identifying emerging market trends.

Machine Learning Engineer Intern

Kainovation Technologies

Jun 2022 – Dec 2022

Developed an analytics dashboard for a power plant, enabling real-time water quality monitoring, chemical dosing optimization, and predictive insights.
Developed an algorithmic trading system leveraging multi-timeframe analysis, RSI, moving averages, and volatility indicators.
Designed and deployed automated data scraping pipelines to aggregate historical market data, laying the foundation for high-frequency algorithmic trading models.
Assisted in the development of optimization algorithms using Python, cleaning and structuring geospatial data for complex logistics and routing simulations.
Performed exploratory data analysis (EDA) and feature engineering on industrial sensor data to support predictive maintenance modeling for power plant systems.
Containerized machine learning workflows using Docker to standardize development environments and accelerate model testing cycles.
Built interactive data visualization dashboards using Streamlit to monitor real-time model performance and dataset health.

Member

Institute of Mathematical Statistics (imstat.org)

Dec 2023 - Dec 2024

Full-time · Ohio, United States · Remote
Member Institute of Mathematical Statistics (IMS) 2024 – 2025 maintained membership in this leading international scholarly society to stay current with the latest developments, theory, and applications in statistics and probability.

AI Engineer | Data Scientist

Freelancer

Jan 2021 - Present

Custom LLM & Agentic Workflows: Engineered specialized AI chatbots and RAG pipelines using LangChain, LangGraph, n8n and AutoGen.
Multi-Agent Marketing System: Developed an autonomous multi-agent system to orchestrate complex marketing campaigns.
Computer Vision: Architected automated image classification models for e-commerce platforms.
End-to-End Data Pipelines: Designed scalable ML and Data Engineering pipelines on Azure, AWS, and GCP, facilitating real-time financial analytics and data-driven decision-making.
Intelligent Document Processing: Implemented high-accuracy OCR solutions to automate data extraction from structured and unstructured documents, saving clients significant manual processing hours.
Academic Research Support: Technical and data-driven assistance for Final Year and MBA research projects, including statistical analysis, data visualization and statistical modeling on primary and secondary research data.
Large-Scale Data Extraction (Web Scraping): Built scalable data pipelines to collect and process large volumes of unstructured web data for competitive analysis and market research.

Technical Stack

AI, Machine Learning & Computer Vision

PyTorch

TensorFlow

Scikit-learn

OpenCV

Ultralytics

Roboflow

MLflow

LLM, Gen AI, Multi-Agent Systems & Agentic Workflows

Langchain

Langgraph

Google ADK

n8n

Vertex AI

AI Foundry

AWS Bedrock

OpenAI

Gemini

Claude

vLLM

Ollama

Databases

MongoDB

MySQL

PostgreSQL

Qdrant

Neo4j

Development & Web

Python

FastAPI

JavaScript

React

Cloud & Infrastructure

AWS

Azure

GCP

Docker

Github

Data Science & Analysis

Pandas

NumPy

Data Engineering & Orchestration

ADF

Airflow

Databricks

Kafka

Spark

Business Intelligence & Visualization

Power BI

Tableau

Selected Work

Multi-Agent System

Marketing Multi-AI-Agent System

A hierarchical multi-agent orchestration framework built using the Google Agent Development Kit (ADK). It orchestrates specialized agents to handle research, copywriting, and visual creation for brand-aligned campaigns.

#Python#Google ADK#Gemini#Qdrant#LangChain#Cloud Run

View Project

MLOps

Customer Churn Prediction Pipeline

End-to-end production ML pipeline to predict customer churn. Features real-time streaming with Kafka, airflow orchestration, and MLflow experiment tracking.

#Python#XGBoost#PySpark#MLflow#Airflow#Kafka#AWS

View Project

Intelligent Document Processing

Construction Document Automation

Automating extraction and generation of construction documents (WIR, NCR, RFI) using OCR and LLMs like Gemini. Streamlines method statement creation and inspection requests.

#Python#Docling#Gemini API#ReportLab#FastAPI

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Computer Vision

PPE Detection System

Real-time detection of Personal Protective Equipment (PPE) using YOLOv8/YOLOE. Identifies vests, helmets, gloves, and ensures safety compliance via video feeds.

#Python#YOLO#Streamlit#OpenCV#Docker

View Project