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$
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I will create ai to analyze blueprints and engineering drawings automatically
AI SaaS Architect Nextjs Supabase and Automation Expert
I am an AI Systems Architect specializing in Full-Stack SaaS and Automation. I don't just write scripts; I build complete business engines using Next.js, Supabase, and Python. I turn AI concepts into ...
About this Gig
I am an AI Systems Architect specializing in Geometric Deep Learning and Custom PyTorch implementations. I do not just use off-the-shelf models; I engineer specialized research architectures to solve complex vision problems that YOLO cannot handle.
I Solve Non-Standard Vision Tasks:
- Geometric Analysis: Line Segment Detection (Sold2, L-CNN) for converting Blueprints to CAD, wireframe extraction, and structural analysis.
- Precision Segmentation: Pixel-perfect defect detection using U-Net, DeepLabV3, and SAM (Medical/Industrial).
- Document Parsing: Layout analysis using Transformers (ViT) beyond basic OCR.
My R&D Workflow:
- Feasibility: I review your problem and select the SOTA Research Paper (Sold2, Linea, etc.).
- Adaptation: I refactor academic code to work on your specific dataset.
- Training: Custom fine-tuning and Data Augmentation.
- Production: Delivery of a Dockerized Inference API.
Tech Stack: PyTorch, Sold2, Linea, U-Net, Vision Transformers (ViT).
[IMPORTANT] COMPLEX ENGINEERING: This is custom R&D. Please CLICK CONTACT SELLER with your problem statement before ordering.
Programming language:
Python
•
SQL
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Colab
•
MLflow
APIs:
Google Cloud Vision API
Tools:
OpenCV
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TensorFlow
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Excel
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CVAT
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Colab
Frameworks:
DeepPy
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PyTorch
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Panda
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TensorFlow
My Portfolio
Other Data Science & ML Services I Offer
FAQ
How is this different from your YOLO gig?
YOLO is for detecting objects (cars, people). This gig is for detecting structure (lines, edges, geometric shapes, floor plans) or performing pixel-level segmentation (medical cells, surface cracks).
Can you implement a specific Research Paper (GitHub repo)
Yes. I specialize in taking "Academic Code" (which is often messy and broken) and refactoring it into a working, production-ready pipeline for your custom data.
I have a small dataset. Is that okay?
Yes. For specialized tasks like Line Detection (Sold2) or Segmentation, I use aggressive Data Augmentation and Transfer Learning to get high results even with limited data.
What do I get at the end?
You get the full PyTorch source code, the trained model weights (.pth), and a deployment script (FastAPI/Docker) so you can run it immediately.
Do you offer consulting to choose the right model?
Yes. Please book my Basic Package ($200). I will analyze your images and write a technical Feasibility Report recommending the best architecture (e.g., Linea vs. Sold2).
