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) - • Using Machine Learning to Replicate A...
Part 2 (data exploration) - • Using Machine Learning to Replicate A...
Part 3 (data manipulation) - • Replicating Airbnb's Machine Learning...
Part 4 (building a small dog model) - • I got Detectron2 working! | Airbnb Ma...
Part 5 (experiment tracking) - • Every model I build has to answer 1 s...
Part 6 (modelling experimentation) - • 34,835 training images downloaded | R...
Part 7 (building a big dog model) - • Results from 18-hours of training a m...
Part 8 (getting my modelling deployed) - • I got my machine learning model deplo...
Part 9 (project wrap up and retrospective) - • What could be improved? Machine Learn...
Note: I am not affiliated with Airbnb nor are they involved with this series of videos in any way.
Links:
My machine learning course - https://dbourke.link/mlcourse
All of my notes/ideas in Notion - https://dbourke.link/airbnb42days
Airbnb Amenity Detection article - / 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
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 #deeplearning
