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SyedMohammedSameer/README.md

πŸ‘‹ Hi, I'm Mohammed Sameer Syed

AI Engineer & Researcher
Building models, startups, and breakthroughs in machine learning

πŸ“ Tucson, Arizona | Portfolio | GitHub


🧠 About Me

AI Engineer and Researcher with 3+ years of experience in applied machine learning and deep learning. My work spans healthcare AI systems, multi-agent architectures, multimodal LLMs, and protein design. I’ve co-founded startups, published preprints, and filed patents at the intersection of AI, health, and science. Passionate about open-source, research collaboration, and building impactful AI solutions.


πŸŽ“ Education

  • University of Arizona – M.S. in Information Science: Machine Learning [Distinguished Scholor]
  • National Institute of Technology – B.Tech in Electronics and Communication Engineering

πŸ’Ό Experience

πŸ§ͺ Graduate Research Assistant – University of Arizona

Jan 2025 – Present | Tucson, Arizona

  • Collaborating with a leading semiconductor company on Generative AI, RAG, multi-agent systems, and AI-driven simulations.
  • Built digital phenotyping pipelines using mobile-sensing platforms and deployed RADAR-Base on AWS for real-time data ingestion.
  • Engineered a multi-agent architecture unifying wearable data, smartphone signals, clinical text, and surveys into a real-time analytics framework.

πŸ”¬ Co-founder & AI Eng Lead – IonTheFold

  • Co-founded an AI-driven startup reimagining protein and antibody design for drug discovery.
  • Led deep learning pipelines with academic labs, achieving 6.53% improvement on charged proteins and 4.14% overall gain in sequence recovery.

🎬 Co-founder & Lead AI Engineer – Quelae

  • Designed a novel multi-agent architecture for short-form video understanding, combining OpenAI agents, OpenCV, and Transformers.
  • Built a custom model trained on 5,058 influencer videos, achieving SOTA results.

βš™οΈ Software Engineer – Lumenci

  • Developed an automated portfolio analysis system, reducing consultant effort from 40–50 hours to minutes.
  • Built an AI workbench with multi-agent systems, improving efficiency by 70% and boosting accuracy from 6% to 72%.

πŸš€ Notable Projects

πŸ₯ ShifaMind – Explainable Clinical AI

  • Built a clinical AI system with ontology fusion (UMLS, SNOMED CT, ICD-10) and RAG for evidence-grounded diagnosis.
  • Achieved 0.7989 Macro F1 (+11.1% vs. BioClinicalBERT) and 0.9155 AUROC on 8,604 MIMIC-IV notes.
  • Awarded Best Graduate Project and ReaP Research Grant.

πŸ›°οΈ COMET-SEE – Sungrazing Comet Detection

  • AI system to detect comets in NASA SOHO/LASCO images using EfficientNet-B0 and difference imaging.
  • Achieved 97.7% accuracy, 98% precision, 99% recall.
  • Deployed as a real-time Gradio app with 2s inference per sequence.

🌿 BioSphereAI – Ecological AI Explorer

  • Developed an AI-powered platform with real-time environmental analysis, RAG-based insights, and interactive 2D/3D simulations.

πŸ› οΈ Skills

Languages: Python, C++, C, SQL, JavaScript
ML/DL: Transformers, GNNs, RAG, Fine-tuning, Multi-Agent Systems, XAI
Frameworks: PyTorch, TensorFlow, OpenCV, FastAPI, Streamlit, Hugging Face, MATLAB
Tools: Docker, AWS, GCP, Kubernetes, Firebase, MongoDB


πŸ“š Research & Achievements

  • Forthcoming arXiv preprint (Q4 2025) on novel multimodal LLM fine-tuning architecture (Quelea).
  • Forthcoming arXiv preprint (Q1 2026) on protein design with fusion architectures (IonTheFold).
  • Patent holder for an autonomous self-landing rocket control system (Pub. No. 47/2025).

πŸ“ˆ GitHub Stats



🌐 Connect with Me

LinkedIn
Email
Website


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