Deep learning
The 'CIOB Artificial Intelligence (AI) Playbook 2024', glossary of terms, published by the Chartered Institute of Building(CIOB) describes deep learning as 'A subset of machine learning that uses artificial neural networks to recognise patterns in data and provide a suitable output, for example, a prediction. Deep learning is suitable for complex learning tasks, and has improved AI capabilities in tasks such as voice and image recognition, object detection and autonomous driving.'
In June 2021, BSRIA published the white paper, 'Artificial Intelligence in Buildings (WP 14/2021)' written by Henry Lawson. It states: ‘Deep learning is a class of machine learning algorithms that uses multiple layers to progressively extract higher-level features from the raw input. For example, in image processing, lower layers may identify edges, while higher layers may identify the concepts relevant to a human such as digits, letters or faces.’
[edit] Related articles on Designing Buildings
- Advanced construction technology.
- Artificial intelligence.
- Artificial intelligence and civil engineering.
- Assisted reality aR.
- Building information modelling BIM.
- Cobots.
- Computer aided design CAD.
- Computer-generated imagery (CGI).
- Construction innovation.
- Gravity Sketch.
- Immersive Hybrid Reality IHR.
- Information for the buildings of tomorrow.
- Integrated modelling, simulation and visualisation (MSV) for sustainable built healing environments (BHEs).
- Integrated systems.
- Shaping the Future of Construction: Inspiring innovators redefine the industry.
- The rise of 5G in buildings.
- Trends towards wearables and wellbeing in buildings.
- Virtual construction model.
- Virtual reality and manufacturing.
Featured articles and news
Editor's broadbrush view on forms of electrical heating in context.
The pace of heating change; BSRIA market intelligence
Electric Dreams, Boiler Realities.
New President of ECA announced
Ruth Devine MBE becomes the 112th President of the Electrical Contractors Association.
New CIAT Professional Standards Competency Framework
Supercedes the 2019 Professional Standards Framework from 1 May 2025.
Difficult Sites: Architecture Against the Odds
Free exhibition at the RIBA Architecture Gallery until 31 May.
PPN 021: Payment Spot Checks in Public Sub-Contracts
Published following consultation and influence from ECA.
Designing Buildings reaches 20,000 articles
We take a look back at some of the stranger contributions.
Lessons learned from other industries.
The Buildings of the Malting Industry. Book review.
Conserving places with climate resilience in mind.
Combating burnout.
The 5 elements of seiri, seiton, seiso, seiketsu and shitsuke.
Shading for housing, a design guide
A look back at embedding a new culture of shading.
The Architectural Technology Awards
The AT Awards 2025 are open for entries!
ECA Blueprint for Electrification
The 'mosaic of interconnected challenges' and how to deliver the UK’s Transition to Clean Power.
Grenfell Tower Principal Contractor Award notice
Tower repair and maintenance contractor announced as demolition contractor.