Every model I build has to answer 1 simple question | Airbnb Machine Learning Project Part 5
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.
Since machine learning is a very experimental process, meaning you try something, see if it works and if not you try something else.
I plan on building a number of different models to see which one works best. To track the results of each different model, I set up Weights & Biases, a tool for tracking deep learning experiments.
Now I’ve got it working with Detectron2, it’s time to scale up the small working model with more data.
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
Note: I am not affiliated with Airbnb nor are they involved with this series of videos in any way.
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
Weights & Biases (tool for tracking deep learning experiments) – https://www.wandb.com/
Weights & Biases tutorials – https://www.wandb.com/tutorials
Get email updates on my work – https://dbourke.link/newsletter
Support on Patreon – https://bit.ly/mrdbourkepatreon
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 #deeplearning