Hi, I'm Muneeb Arshad, an AI Developer based in Toronto with a strong background in Robotics, AI, and machine learning. I specialize in building innovative AI-powered applications, from document automation pipelines to clinical chatbots, with a passion for improving diagnostic accuracy in healthcare settings. I love designing solutions that make complex data instantly accessible and actionable. With experience spanning from deploying models in production environments to automating annotation tasks, I enjoy working with the latest technologies like LangChain, FastAPI, Docker, and AWS. I'm driven by analytical thinking and critical reasoning, constantly looking to refine models and enhance user experiences in the AI space.

Muneeb Arshad

Hi, I'm Muneeb Arshad, an AI Developer based in Toronto with a strong background in Robotics, AI, and machine learning. I specialize in building innovative AI-powered applications, from document automation pipelines to clinical chatbots, with a passion for improving diagnostic accuracy in healthcare settings. I love designing solutions that make complex data instantly accessible and actionable. With experience spanning from deploying models in production environments to automating annotation tasks, I enjoy working with the latest technologies like LangChain, FastAPI, Docker, and AWS. I'm driven by analytical thinking and critical reasoning, constantly looking to refine models and enhance user experiences in the AI space.

Available to hire

Hi, I’m Muneeb Arshad, an AI Developer based in Toronto with a strong background in Robotics, AI, and machine learning. I specialize in building innovative AI-powered applications, from document automation pipelines to clinical chatbots, with a passion for improving diagnostic accuracy in healthcare settings. I love designing solutions that make complex data instantly accessible and actionable.

With experience spanning from deploying models in production environments to automating annotation tasks, I enjoy working with the latest technologies like LangChain, FastAPI, Docker, and AWS. I’m driven by analytical thinking and critical reasoning, constantly looking to refine models and enhance user experiences in the AI space.

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Experience Level

Expert
Expert
Expert
Intermediate
Intermediate
Intermediate

Work Experience

Senior AI Developer at siParadigm Diagnostic Informatics
April 30, 2025 - July 31, 2025
Built document automation pipelines using NLP and prompt engineering to improve redaction and digitization accuracy. Developed a RAG-powered clinical chatbot using LangChain, Streamlit, Milvus, and FastAPI, allowing 200+ staff to search 500+ compliance documents instantly. Created MobileSAM-based service to detect chromosomal patterns in breast tissue, enhancing diagnostic accuracy and turnaround time. Implemented CI/CD pipelines for streamlined cloud model deployments and monitored real-time model performance to drive iterative improvements. Automated annotation tasks in CVAT using Nuclio serverless functions, saving over 300 hours per month with 98% accuracy.
AI Developer II at siParadigm Diagnostic Informatics
December 31, 2024 - July 31, 2025
Designed a secure cross-platform tool for HIPAA-compliant access to encrypted S3 data without requiring cloud experience. Reduced model size by 50% through conversion to 16-bit ONNX format for edge device deployment. Built validation tools to monitor predictions and support fine-tuning cycles. Managed end-to-end CVAT annotation pipelines with ORM-backed progress tracking.
AI Developer at siParadigm Diagnostic Informatics
December 31, 2021 - July 31, 2025
Trained object detection and segmentation models (YOLOv5, FasterRCNN, U2Net, TransUNet) for hematopathology tasks. Automated conversion of proprietary Leica/Olympus images into training-ready datasets. Developed custom ML solutions for pathology clients, progressing from statistical methods to deep learning. Maintained model accuracy through frequent retraining to adapt to data drift.

Education

M.Sc. at National University of Sciences and Technology, Pakistan
January 1, 2018 - December 31, 2022
B.E. at National University of Sciences and Technology, Pakistan
January 1, 2014 - December 31, 2018

Qualifications

AWS Cloud Quest: Cloud Practitioner
January 1, 2025 - December 31, 2025
LangGraph - Develop LLM powered agents with LangGraph
January 1, 2024 - December 31, 2024
LangChain - Develop LLM powered applications with LangChain
January 1, 2024 - December 31, 2024
MLOps, Machine Learning Operations
January 1, 2024 - December 31, 2024
Introduction to Cloud Computing
January 1, 2024 - December 31, 2024
Introduction to Machine Learning in Production
January 1, 2021 - December 31, 2021
Machine Learning Data Lifecycle in Production
January 1, 2021 - December 31, 2021
Reinforcement Learning Specialization
January 1, 2020 - December 31, 2020
Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning
January 1, 2020 - December 31, 2020

Industry Experience

Healthcare, Life Sciences, Software & Internet, Computers & Electronics