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14 Sep, 5 tweets, 3 min read
Kaggle Notebooks: Hidden Gems - Vol. 71

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/272227

#KaggleHiddenGems
"Starting point: Big Query and London Crime" by @WCanniford:

A narrated introduction to Google's Big Query powering the exploration of a crime dataset. The tools & SQL are well explained; beyond that the visuals help to understand the quirks of the data.

kaggle.com/willcanniford/…
"Deep Sea Dive into Top 10% - Survival Guide" by @agodwin_p:

The famous Titanic starter challenge is always worth a look for creative content, such as this well illustrated and narrated end-to-end analysis featuring helpful infographics and references.

kaggle.com/agodwinp/deep-…
"Cropland Mapping - Random Forest & Neural Network" by @pcbreviglieri:

Written in an engaging style, this work compares tree-based & deep learning methods for tabular multiclass problem & discusses preprocessing; specifically highly correlated features.

kaggle.com/pcbreviglieri/…
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) Profile picture
10 Aug
Kaggle Notebooks: Hidden Gems - Vol. 66

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/263944

#KaggleHiddenGems
"Analyzing Editors Descriptions | Hidden Gems" by Thomas Konstantin:

Time to get meta: This work explores the Hidden Gems series, specifically the text and sentiment of my reviews, with great ideas, narration, and structure. And now it contains itself.

kaggle.com/thomaskonstant…
"Evolution of social complexity: A data analysis" by Muskan Jain:

This Notebook studies the changes in social complexity over time. It applies external diagrams to great effect, and features detailed interpretations of its findings.

kaggle.com/muskan2006/evo…
Read 5 tweets
Martin Henze (Heads or Tails) Profile picture
11 May
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…
Read 5 tweets
Martin Henze (Heads or Tails) Profile picture
31 Mar
Alright; first 3 months of 2021 are up. Time for some honest reflection & accountability on how this list is going, so far:
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) Profile picture
30 Mar
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…
"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) Profile picture
19 Jan
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…
"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) Profile picture
8 Dec 20
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
"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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