Aninda Ghosh

[Hannah Kerner @hannah_kerner]

Fields of The World is an open-source project (links below). We hope to grow the dataset in the future with community contributions.

📄 https://t.co/iL1dMVGZDD
🌐 https://t.co/cR9LI7f70T
Data https://t.co/YtNsQEzIxe
Code https://t.co/MXSCEshNOf
Requests https://t.co/VSOJcdjaIC

[Hannah Kerner @hannah_kerner]

Models pretrained on Fields of The World perform better in transfer learning than models pretrained on more geo-limited datasets (e.g., Europe only). FTW models also show impressive zero-shot capabilities (e.g., this example in Ethiopia, where no training data was available).

[Hannah Kerner @hannah_kerner]

I'm so excited to finally introduce Fields of The World (FTW!) - the largest & most diverse ML dataset for field instance segmentation in satellite images. FTW has >70k samples from 24 countries (4 continents), with semantic & instance labels + Sentinel-2 RGB-NIR from 2 dates. 🧵

[Reads with Ravi @readswithravi]

These two books contain the sum total of all human knowledge ‼️

[Aaron Levie @levie]

iPad calculator is actually pretty nuts

[Vala Afshar @ValaAfshar]

Life lessons from @rogerfederer (must watch)

1 Effortless is a myth
2 Belief in yourself has to be earned
3 Grit > Gift
4 Discipline is talent
5 Trust and loving the process is talent
6 You can do your best and still lose
7 Life is bigger than the court

[Jin Koh @jinkoh]

You’re not procrastinating because you’re lazy.

It’s because you’re anxious.

I learned this the hard way after nearly burning out while investing in 40+ startups.

If you suffer from procrastination, read this:

[formularacers @formularacers_]

Contracts expiring at the end of 2024 (!)

- Perez
- Alonso
- Leclerc
- Sainz
- Piastri
- Stroll
- Gasly
- Ocon
- Bottas
- Albon
- Hulkenberg
- Magnussen

What crazy changes are you predicting? 😅