🔬 Hot Topic: Deep Learning starter notebook

AirQo Ugandan Air Quality Forecast Challenge

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May 31, 20

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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

Thanks for sharing Karim

12 May 2020, 22:39

Upvotes 0

KarimAmer

You are welcome. :)

replied to Medane_TCHAKOROM12 May 2020, 22:45

Upvotes 0

aninda_bitm

Thanks for sharing. Nice to see a different approach

13 May 2020, 05:03

Upvotes 0

KarimAmer

Thanks. I hope it will be useful.

replied to aninda_bitm13 May 2020, 09:18

Upvotes 0

hakymulla

Thanks for sharing

13 May 2020, 08:34

Upvotes 0

KarimAmer

Thanks a lot.

replied to hakymulla13 May 2020, 09:18

Upvotes 0

Mugisha_

@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.

13 May 2020, 17:15

Upvotes 0

KarimAmer

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.

replied to Mugisha_13 May 2020, 17:22

Upvotes 0

KarimAmer

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

replied to KarimAmer13 May 2020, 17:58

Upvotes 0

rdeggau

Karim, thanks for the notebook!