Computer Vision
3 weeks ago
Computer Vision & Multimodal LLM Intern (Drawing Change Analysis Agent)About DoazDoaz turns fragmented industrial knowledge into instant, actionable insight. We build LLM- and Vision-AI solutions for construction, heavy industry, and finance—helping teams convert drawings, specs, and regulations into real-time decisions. We’re expanding our GeoAI programs (incl. joint work with POSCO E&C) and launching drawing-change detection services that compare plan versions, detect deltas, and explain design impacts.Why You’ll Love Working HereShip real things: Your models and tools can reach production pilots in weeks.Mentorship, not bureaucracy: Learn directly from senior CV/LLM engineers and domain SMEs.Global crew: 30 teammates across KR 🇰🇷 / PK 🇵🇰 / IN 🇮🇳; English-first collaboration.Tech playground: YOLO/RT-DETR, Gemma-VL/Qwen-VL/LLaVA, PaddleOCR, LayoutLMv3, Triton—hands-on.Role OverviewAs a CV & Multimodal LLM Intern, you’ll support the end-to-end development of a version-aware drawing-diff engine (PDF/DWG raster & vector), symbol/text extraction, and change-impact narratives powered by RAG/LLM. You’ll prototype, evaluate, and iterate with fast feedback from real engineering users.What You’ll Do (Intern Scope)Drawing Change Analysis (CV): assist in rasterization, layer parsing, vector geometry ops; train/evaluate detectors (YOLOv8/RT-DETR/SAM); implement geometry-aware post-processing (IoU/topology/snapping).Document & Layout Understanding: combine OCR (PaddleOCR/Tesseract) with layout models (DocFormer/LayoutLMv3/Donut); normalize to structured JSON; help with version-aware entity tracking (gridlines, BH IDs, coordinates).GeoAI & LLM/RAG: set up retrieval (BM25 + vector with reranking); ground LLM answers with citations and clickable evidence; draft change-impact summaries with rule prompts + LLM verification.Productization Basics: package prototypes as FastAPI services or notebooks; write READMEs; contribute datasets, labeling guides, and simple A/B or ablation tests.Minimum QualificationsBS/MS student or recent graduate in CS/EE/CE/Geoinformatics/Civil (or similar).Solid Python (3.x); foundations in DS/algorithms, linear algebra, probability.Coursework/projects in CV and/or document AI (detection, segmentation, OCR, layout).Familiar with PyTorch or TensorFlow; Git, Linux, Jupyter.Clear written English; high learning velocity and ownership.Nice to HaveHands-on with YOLO/RT-DETR/Detectron2/SAM; PaddleOCR/Tesseract; LayoutLMv3/Donut.Exposure to VLMs (Gemma-VL, Qwen-VL, LLaVA), CLIP, rerankers.Experience with engineering drawings/CAD/PDF toolchains.Basic FastAPI, Docker, ONNX/TensorRT/Triton.Frontend (TypeScript/React) for quick review UIs.Internship Details & BenefitsType/Duration: Paid internship — 4 months (full-time preferred).Compensation (India): Stipend prorated from 6 LPA (INR 600,000 annualized), paid monthly (≈ INR 50,000/month during the internship).For candidates outside India, compensation will be benchmarked to local market equivalents.Conversion: High performers will receive a full-time offer upon successful completion of the 4-month internship.Perks: Mentorship, cloud/GPU credits, real production impact.Hiring Process (fast)Intro call (15–20 min).48-hour mini task: simple drawing diff or OCR/layout extraction + short README (clarity > polish).Tech chat (45–60 min): approach, trade-offs, evaluation.Founder chat on culture & goals.Offer.How to ApplyEmail doaz@doaz.ai with subject [CV/LLM Intern – Your Name] and include:Résumé/CV (highlight courses/projects; metrics if available).GitHub or demo links (CV/doc-AI/RAG preferred).Availability (start date, weekly hours).(Optional) A one-page diagram of your “Drawing Revision → Detection → Evidence → LLM Narrative” pipeline.Ready to learn fast and turn messy drawings into trusted intelligence? Join Doaz and build with us.
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