Using Machine Learning to Replicate Airbnb's Amenity Detection Part 2: Data Exploration

I read an article the other which described how Airbnb uses computer vision and machine learning to automatically detect amenities (household objects) in their listings. I loved it so much I decided to replicate it in my own version as a machine learning project.

Over the next six weeks (42 days), I’ll be replicating/improving their pipeline and documenting it as I go. This video describes the project overview. As I get further along, there will be more going through each step of the process.

Note: I am not affiliated with Airbnb nor are they involved with this series of videos in any way.

Timestamps:
0:15 – Article which inspired this project
1:00 – Whiteboard planning
1:43 – Model we’re going to use
2:01 – Workspace explanation (Google’s Deep Learning VM)
3:35 – Project criteria
4:37 – Dataset we’re going to be using (Open Images)
7:32 – How a machine learning project starts
8:58 – Exploring Open Images
10:22 – Script we’re using for downloading images
11:27 – First data roadblock
13:45 – Wrap up and next steps

All videos in this series:
Full playlist – https://dbourke.link/airbnbplaylist
Part 1 (overview) – https://youtu.be/C_lIenSJb3c
Part 2 (data exploration) – https://youtu.be/hTHXVfryZDo
Part 3 (data manipulation) – https://youtu.be/cijajMJ3m3w
Part 4 (building a small dog model) – https://youtu.be/ooB-ZU9iLmI
Part 5 (experiment tracking) – https://youtu.be/83s-OEFMgVY
Part 6 (modelling experimentation) – https://youtu.be/eiA3EEeGAZc
Part 7 (building a big dog model) – https://youtu.be/5X6A1i5wbFU
Part 8 (getting my modelling deployed) – https://youtu.be/smlQbh6jQvg
Part 9 (project wrap up and retrospective) – https://youtu.be/aBkUE5OJ8u8

Links:
My machine learning course – https://dbourke.link/mlcourse
All of my notes/ideas in Notion – https://dbourke.link/airbnb42days
Airbnb Amenity Detection article – https://link.medium.com/05qPErz3a4
Script for downloading Open Images – https://github.com/spmallick/learnopencv/blob/master/downloadOpenImages/downloadOI.py

Get email updates on my work – https://dbourke.link/newsletter
Support on Patreon – https://bit.ly/mrdbourkepatreon

Connect elsewhere:
Web – https://dbourke.link/web
Quora – https://dbourke.link/quora
Medium – https://dbourke.link/medium
Twitter – https://dbourke.link/twitter
LinkedIn – https://dbourke.link/linkedin

#machinelearning #datascience

Source of this AI Video

AI video(s) you might be interested in …