Train AI models with true engineering precision

This dataset is a carefully crafted collection of structured civil and structural engineering knowledge, extracted from the book “Deep Surface: Unlocking N-M Biaxial Interaction in Rectangular Concrete Columns to Eurocode 2”, by Dr. Harshana S. P. Wattage.

Designed for AI and machine learning training, this dataset provides detailed coverage of:

Eurocode 2 column biaxial bending theory.
Structural behaviour of reinforced rectangular concrete columns.
2D and 3D N–M interaction principles.
Material properties, stress-strain models, and axial-moment behaviour.
High-end specialized AI training dataset.

Included:

Fully structured JSONL dataset (DeepSurface.jsonl).
61+ high-quality detailed technical illustrations and cover image (/images/).
Extracted formulas (LaTeX-ready).
Clean tabular data.
Full eBook reference (“Deep Surface” PDF copy).
Comprehensive metadata (Dataset_card.json).
162 highly curated, fully complete AI-ready samples (sections).

Key Benefits:

High-quality academic and professional engineering content.
Fine-tuned for internal AI training or specialized model creation.
Directly embeds Eurocode 2 standards knowledge.
Perfect for LLMs, fine-tuning, and multimodal AI (text + images).

License Terms:

Commercial AI training use permitted.
Redistribution, resale, or public reproduction of dataset or eBook prohibited.
No refunds (due to digital nature of product).

Format
Each entry in DeepSurface.jsonl is a JSON object with the following fields:

source_id — Unique section identifier
section_title — Title of the section
content — Main text content (plain text + minimal LaTeX)
formulas_latex — List of LaTeX-formatted formulas
tables — Structured tabular data (if present)
figures — Linked figure images (if present)
Metadata fields (author, book title, publication year, etc.)

File Structure

Ideal for AI engineers, technical researchers, universities, corporate AI training teams, and structural simulation projects.

File Size: 22.2 MB

Published: May/2025

License file and full documentation included.

Empower your AI models with real engineering expertise.

Free Preview: JSONL Format (Includes First 12 Sections)

JSONL

AI Training Dataset – Deep Surface: Eurocode 2 Concrete Biaxial Behaviour