Insights About Places with Deep Learning Computer Vision • Chanuki Illushka Seresinhe • YOW! 2023
This presentation was recorded at YOW! Australia 2023. #GOTOcon #YOW
Chanuki Illushka Seresinhe - Head of Data Science at Zoopla & Co-founder of Beautiful Places AI @chanukiillushkaseresinhe7597
ORIGINAL TALK TITLE
Unraveling Insights About Properties & Places with Deep Learning Computer Vision
RESOURCES
ABSTRACT
Images are a rich source of information about our environment, opening doors to nuanced understandings and insights. In this engaging talk, we will delve into the power of deep learning and its ability to revolutionise how we perceive and analyse places.
In this talk, I will share insights from our work where we utilised AI to scrutinise over 200,000 images from Scenic-Or-Not, teaching an algorithm to identify and quantify the beauty of various places in Great Britain. Furthermore, I will introduce the next steps at Beautiful Places AI, where we aim to expand our datasets globally, enhancing our understanding of the correlation between beautiful environments, societal well-being, and economic prosperity.
Additionally, the talk will delve into the application of Deep Learning at Zoopla and HomeTrack, revealing how images and property data are synergised to unveil significant insights into people’s preferences and property values. This talk will illuminate the revolutionary potential of deep learning computer vision in transforming our analytical approach to places and properties. [...]
TIMECODES
00:00 Intro
01:25 Using computer vision (CV) to predict the beauty of places
05:24 Measuring beauty with AI
14:02 Insights about properties using CV
23:52 Using CV to understand consumer preferences
29:57 Getting started with CV
32:56 Beautiful Places
38:35 Outro
Download slides and read the full abstract here:
RECOMMENDED BOOKS
Susanne Kaiser • Adaptive Systems With Domain-Driven Design, Wardley Mapping, and Team Topologies •
Eric Evans • Domain-Driven Design •
Matthew Skelton & Manuel Pais • Team Topologies •
Heidi Helfand • Dynamic Reteaming •
Vlad Khononov • Learning Domain-Driven Design •
Erik Schön • The Art of Strategy •
Thomas M. Siebel • Digital Transformation •
#DeepLearning #ComputerVision #AI #DeepLearningComputerVision #NLP #Zoopla #ChanukiIllushkaSeresinhe #BeautifulPlaces #BeautifulPlacesAI #YOWcon
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