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Martin Henze (Heads or Tails)

11 May, 5 tweets, 3 min read

@Kaggle

Kaggle Notebooks: Hidden Gems - Vol. 53

A weekly series aspiring to showcase underrated Kaggle Notebooks along with the diversity and creativity of our community.

Check it out on @Kaggle:
kaggle.com/general/238315

#KaggleHiddenGems

"COVID-19 World Vaccination Progress" by Ivanna Chovhan:

A well organised Notebook which demonstrates how readability is drastically improved through section headers, compact code, and nuggets of interpretation and narration that accompany visuals.

kaggle.com/ivanna131/covi…

"Forecast with N-BEATS || Interpretable model" by Gaétan Dubuc:

This work presents a detailed introduction on a neural network time series forecasting method, complete with applied examples. Note the clean structure and helpful visuals.

kaggle.com/gatandubuc/for…

"World Happiness Index Report" by Madhan Chandrasekharan:

This Notebook assembles a large set of diverse visualisations to study happiness indices in a global context; in particular the various heatmaps, panel layouts, and density plots.

kaggle.com/gcmadhan/world…

New feature: explore the dataset collection of all Hidden Gems:
kaggle.com/headsortails/n…

Complete with Starter Notebook:
kaggle.com/headsortails/h…

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More from @heads0rtai1s

Martin Henze (Heads or Tails)

@heads0rtai1s

31 Mar

https://twitter.com/heads0rtai1s/status/1345437501188681729

Alright; first 3 months of 2021 are up. Time for some honest reflection & accountability on how this list is going, so far:

https://twitter.com/heads0rtai1s/status/1345437501188681729

@Kaggle

I'm well on track for my 500 @Kaggle hours. Got a bit carried away in March, with a few free weekends. Some of this work isn't public yet, but will be soon.

Competition wise, things are going less well. I've joined a few comps late, but my results aren't anything to write home (or write tweets) about, so far. No teaming up yet, either.

I've learnt a few new tricks, though; especially for imaging data. Hoping to build on those.

Read 9 tweets

Martin Henze (Heads or Tails)

@heads0rtai1s

30 Mar

@Kaggle

Kaggle Notebooks: Hidden Gems - Vol. 47

A weekly series aspiring to showcase underrated Kaggle Notebooks along with the diversity and creativity of our community.

Check it out on @Kaggle:
kaggle.com/general/229534

#KaggleHiddenGems

"RANZCR 1st Place Soluiton Cls Model (small ver.)" by Qishen Ha:

Another underrated 1st place competition notebook: this well-structured work demonstrates a part of the 2-stage segmentation + classification approach that won the recent imaging challenge.

kaggle.com/haqishen/ranzc…

@myles_oneill

"Getting Started with Biopython" by @myles_oneill:

A narrated introduction to using the Biopython library on a genome dataset. Note the way in which the code is enriched with detailed explanations and interpretations.

kaggle.com/mylesoneill/ge…

Read 4 tweets

Martin Henze (Heads or Tails)

@heads0rtai1s

19 Jan

@Kaggle

Kaggle Notebooks: Hidden Gems - Vol. 37

A weekly series aspiring to showcase underrated Kaggle Notebooks along with the diversity and creativity of our community.

Check it out on @Kaggle:
kaggle.com/general/212642

#KaggleHiddenGems

"Is R a dying language?" by Katie:

Featuring great narration and well-crafted visuals, this excellent #rstats notebook based on the 2020 Kaggle Survey analyses its captivating title question from different angles.

kaggle.com/katiej277/is-r…

@CaptCalculator

"A Very Extensive Porto Exploratory Analysis" by @CaptCalculator:

A compact visual EDA and baseline model that deals with the challenges of anonymised features & imbalanced targets. Clear organisation helps the reader to navigate the feature set.

kaggle.com/captcalculator…

Read 4 tweets

Martin Henze (Heads or Tails)

@heads0rtai1s

8 Dec 20

@Kaggle

Kaggle Notebooks: Hidden Gems - Vol. 31

A weekly series aspiring to showcase underrated Kaggle Notebooks along with the diversity and creativity of our community.

Check it out on @Kaggle:
kaggle.com/general/202145

#KaggleHiddenGems

@tunguz

"Adversarial Rainforest" by @tunguz:

A compact work providing adversarial validation of the rainforest competition data together with interpretable Shapely values via GPU-powered #XGBoost in the @RAPIDSai framework.

kaggle.com/tunguz/adversa…

"EDA Google SunRoof w/ Beautiful Choropleths & Maps" by Bukun:

This exploratory analysis presents a variety of visualisations, including maps, to describe and characterise a #geospatial solar panel dataset.

kaggle.com/ambarish/eda-g…

Read 4 tweets

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