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vopani
Machine Learning begins with Human Learning
Machine Learning begins with Human Learning
Mission 🚀
Creating course content to reflect my own journey in Machine Learning.
✅ Structured as tutorials or exercises or projects - Choose your style
✅ Available on Colab or Kaggle or Binder or GitHub - Choose your platform
✅ Suitable for beginners or intermediates or experts - Choose your expertise
Datatable 
- DatatableTon: 💯 datatable exercises: Exercises & tutorials to teach & learn Python datatable
AutoML Series 🤖
The AutoML series explores various open source AutoML libraries on Kaggle's Tabular Playground Series (TPS) competitions:
| TPS Notebook | Type | AutoGluon | EvalML | FLAML | H2OAutoML | LightAutoML | MLJAR | TPOT |
|---|---|---|---|---|---|---|---|---|
| Sep 2021 | Binary | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| Aug 2021 | Regression | ✅ | ✅ | ✅ | ✅ | ✅ | ||
| Jul 2021 | Regression | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | |
| Jun 2021 | Multiclass | ✅ | ||||||
| May 2021 | Multiclass | ✅ | ||||||
| Apr 2021 | Binary | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| Mar 2021 | Binary | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| Feb 2021 | Regression | ✅ | ||||||
| Jan 2021 | Regression | ✅ |
Articles 📖
- Introducing DatatableTon: Python Datatable Tutorials & Exercises
- Progressively approaching Kaggle: Getting started with Kaggle competitions using the Tabular Playground Series
- Grandmaster Quotes: The ultimate Kaggle Cheat Sheet by top Grandmasters
Contribution 🛠️
Please create a Discussion to request for content on a particular topic.
Please create an Issue for any improvements, suggestions or errors in the content.
You can also tag @vopani on Twitter for any other queries or feedback.
License 📋
This project is licensed under the Apache License 2.0.
vopani