10 June 2025
Big language models (ChatGPT, LlaMa, Mistral, Claude, DeepSeek, QWEN, Grok) are neural networks trained on huge amounts of textual data from the Internet, books, articles and […]
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- A PRACTICAL GUIDE TO IMPLEMENTING A DATA-DRIVEN APPROACH
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- PART 1. FROM CLAY TABLETS TO THE DIGITAL REVOLUTION: HOW INFORMATION HAS EVOLVED IN CONSTRUCTION
- PART 10. THE CONSTRUCTION INDUSTRY IN THE DIGITAL AGE. OPPORTUNITIES AND CHALLENGES
- PART 2. HOW THE CONSTRUCTION BUSINESS IS DROWNING IN DATA CHAOS
- PART 3. DATA FRAMEWORK IN CONSTRUCTION BUSINESS PROCESSES
- PART 4. DATA QUALITY: ORGANIZATION
- PART 5. COST AND TIME CALCULATIONS: INCORPORATING DATA INTO CONSTRUCTION PROCESSES
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- TRANSFORMING DATA INTO STRUCTURED FORM
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10 June 2025
When diving into the world of automation, data analysis, and artificial intelligence – especially when working with large language models (LLMs) – it is critical to […]
10 June 2025
DataFrame is the central structure in the Pandas library, which is a two-dimensional table (Fig. 3.4-6) where rows correspond to individual objects or records and columns […]
10 June 2025
In this part, we reviewed the key types of data used in the construction industry, got acquainted with different formats of their storage and analyzed the […]
10 June 2025
In the era of the data-driven economy, data is becoming the basis for decision-making rather than an obstacle. Instead of constantly adapting information to each new […]
10 June 2025
In addition to PDF documents with tables (Fig. 4.1-2) and scanned versions of tabular forms (Fig. 4.1-5), a significant part of information in project documentation is […]
10 June 2025
From 2024, the design and construction industry is undergoing a significant technological shift in the use and processing of data. Instead of free access to design […]
10 June 2025
Effective data management requires a clear standardization strategy. Only with clear requirements for data structure and quality can data validation be automated, manual operations reduced and […]
10 June 2025
As the number of digital systems within companies grows, so does the need for data consistency between them. Managers responsible for different IT systems often find […]
10 June 2025
Historically, construction element and work classifiers have evolved in three generations, each reflecting the level of available technology and the current needs of the industry in […]
10 June 2025
Effective management of data (structured and categorized by us earlier) is impossible without a well thought-out storage and processing structure. To ensure access and consistency of […]
10 June 2025
Collecting and managing requirements is the first step to ensuring data quality. Despite the development of digital tools, most requirements are still formulated in an unstructured […]
10 June 2025
Up to 80% of data created in companies is in unstructured or semi-structured formats (“Structured and unstructured data: What’s the Difference?,” 2024) – text, documents, letters, […]
10 June 2025
Having filled the “Construction Resource Database” (Fig. 5.1-3) with entities-minimum units, you can start creating calculations, which are calculated for each process or work on the […]
10 June 2025
QTO (Quantity Take-Off) in construction is the process of extracting the quantitative characteristics of the elements required to realize a project. In practice, QTO is often […]
10 June 2025
Translating unstructured data into a structured form significantly improves the efficiency of various processes: it simplifies data processing (Fig. 4.1-1, Fig. 4.1-2) and speeds up the […]
10 June 2025
Instead of focusing on data, structuring it and integrating it into unified processes, users of CAD – (BIM-) systems are forced to work with a fragmented […]
10 June 2025
The so-called open format IFC (Industry Foundation Classes) is positioned as a standard to ensure interoperability between different CAD (BIM -) systems. Its development was carried […]
10 June 2025
Other industries have faced the limitations of technologies for using semantics. In the gaming industry, attempts to describe game objects and their interactions through ontologies have […]
10 June 2025
The proprietary nature of CAD -systems has led to the fact that each program has its own unique data format, which is either closed and inaccessible […]
