🔬 Hot Topic: Deep Learning starter notebook

AirQo Ugandan Air Quality Forecast Challenge

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KarimAmer

Deep Learning starter notebook

Help · 12 May 2020, 22:36 · 14

Hi everyone,

I wrote a starter notebook for using Deep Learning on the competition data. You can run it on Google Colab in almost 5 mins training time and make a submission with ~41 RMSE on public leaderboard. I believe there are many ideas you can apply to have a better score.

I added also some data exploration to enable anyone who still didn't start to understand the data easily.

You can find the notebook here. Let me know if you have any idea to improve it or any question about the code.

Just remember to give me a star if you like it, please. :)

Cheers.

Discussion 14 answers

Medane_TCHAKOROM

12 May 2020, 22:39

Thanks for sharing Karim

Upvotes 0

KarimAmer

12 May 2020, 22:45replied to Medane_TCHAKOROM

You are welcome. :)

Upvotes 0

aninda_bitm

13 May 2020, 05:03

Thanks for sharing. Nice to see a different approach

Upvotes 0

KarimAmer

13 May 2020, 09:18replied to aninda_bitm

Thanks. I hope it will be useful.

Upvotes 0

hakymulla

13 May 2020, 08:34

Thanks for sharing

Upvotes 0

KarimAmer

13 May 2020, 09:18replied to hakymulla

Thanks a lot.

Upvotes 0

Mugisha_

13 May 2020, 17:15

@KarimAmer Just a slight correction.

It's not true that "Air quality causes thousands of deaths in Uganda", thats a very wrong allegation. You may have to edit your problem description. Otherwise great approach to problem solving.

Upvotes 0

KarimAmer

13 May 2020, 17:22replied to Mugisha_

Thanks steph for your comment. I used the numbers from State of Global Air website. I apologize for not adding the reference in the notebook.

Upvotes 0

KarimAmer

13 May 2020, 17:58replied to KarimAmer

However, it is not a pleasent introduction anyway so I changed it. Thanks for pointing this out to me.

Upvotes 0

rdeggau

13 May 2020, 19:29

Karim, thanks for the notebook!