Aspiring AI/ML Engineer · Incoming MSCS @ Northeastern (Fall ’25)

I build data‑to‑decisions systems end‑to‑end — clean data models → reliable pipelines → evaluated ML → simple UIs. Interests: healthcare AI, fintech, and ML platforms.

• 📧Email:bryansamjames@gmail.com
• 🔗LinkedIn:bryan-james-1530891b3
• 🧑‍💻GitHub:@BryanSJamesDev
• ✍️Blog:bryanjames.hashnode.dev
• 🧩LeetCode:bryansamjames

• 🧠RAG + Agents & Summarization: Built assistants on vector search with rule‑based conflict checks; experience with CV utilities (OpenCV/BLIP), model eval (ROC/AUC, BERTScore).
• 🏥Medical Imaging Research: Multi‑task UNet/Transformer/FiLM pipelines for ultrasound lesion segmentation + classification.
• 🧱Data Engineering: Snowflake/AWS/dbt/SQL; incremental models, quality checks, and reproducible project structures.
• 🔐Infra & Security: SAP ABAP customization, Sophos firewall config, network segmentation, monitoring.

TL;DR — I’m strongest whereML meets data systems and teams need someone who can ship reliable features on well‑modeled data.

B.Tech., Information Technology — VIT, Vellore(Jul 2021 – May 2025)

• Mental Health Prediction Using ML & DL — under peer review(Jan 2024 – Present)LSTM + deep learning for early diagnosis from IGD & cyberbullying signals; validated across diverse datasets.
• A Robust Multi‑Task Hybrid Deep Learning Framework for Ultrasound Breast Lesion Segmentation & Classification (UNet, Transformer, FiLM) — ongoing(Sep 2024 – Present)Three multi‑task frameworks (DoubleHeadUNet, Swin‑UNet, Transformer‑FiLM‑UNet) fusing ResNet‑34, Swin‑V2, and clinical‑feature FiLM; reported up to97.62% accuracy and98.99% AUC (sens.96.94%, spec.98.05%) over 5‑fold CV.

IT Intern — NBTC Company(Oct – Dec 2023)

• Customized SAP ERP modules withABAP, automated processes, integrated data sources, and resolved stability issues.
• DeployedSophos firewalls, designednetwork segmentation, and set up real‑time monitoring to improve threat detection & incident response.

• Order Processing System (Python)(Nov 2023 – Present) — Auth, real‑time inventory, automated mailers; admin features for product/user management.
• E‑commerce Shopping App (Java)(Aug – Oct 2023) — Auth, inventory tracking, product management, and sales reporting.
• Restaurant Website (HTML/CSS/Bootstrap/JS + MongoDB)(Jan – Apr 2023) — Interactive UI with forms/updates to boost engagement.
• Expense Tracker for Students (Java)(Sep – Nov 2022) — Budgets with limits and real‑time insights for responsible spending.
• Car Rental Management (Python + MySQL)(Apr – Dec 2021) — Centralized database; reservations & payment tracking.

Caterpillar India Hackathon (Aug 9–10, 2024): Voice‑Guided Inspection SystemBuilt a voice‑enabled inspection flow: step prompts, dictation, keyword triggers (e.g.,OK,broken/high/low/rust), image capture & parameter logging, and final report validation.

• Android O & Java — Complete Android Dev Bootcamp (Udemy, 21h)
• The Complete Web Developer (Zero to Mastery, 37h)
• Java Programming Masterclass (Udemy, 10h)
• Machine Learning 401 — ZTM (Udemy, 71h)
• C++ Programming, Beginner → Ultimate (11.5h)
• CS50: Introduction to AI with Python (200h+)

Languages: Python, C, C++, JavaDatabases: MySQL, MongoDBWeb: HTML, CSS, Bootstrap, JavaScript, Node.js, ReactML/AI: PyTorch, scikit‑learn, Transformers, evaluation (ROC/AUC)Data/Infra: Snowflake, dbt, Pandas/Polars, AWS S3, PostgreSQL/SQLite, Docker, GitHub ActionsOS: Windows, Linux (Ubuntu)Interests: ML/DL, predictive analytics, healthcare AI, sustainability, web dev

• 🎓 StartingMSCS @ Northeastern University (Fall ’25)
• 🔍 Exploringmultimodal summarization andRAG for domain knowledge
• 🤝 Open toML/AI anddata engineering internships/research roles

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