Entity Embeddings - Mahesh Khatri

Entity Embeddings is an popular technique for applying deep learning to tabular data. It involves representing the categorical data of an information systems entity with multiple dimensions.
It is used in several production systems at companies such as Google, Instacart, Twitter, etc. In Mahesh Khatri's presentation, he presents the concept along with examining its usage in the following 3 papers:
Papers
Artificial Neural Networks Applied to Taxi Destination Prediction
arxiv.org/abs/1508.00021
Entity Embeddings of Categorical Variables
arxiv.org/abs/1604.06737)
Deep Neural Networks for CZcams Recommendations
ai.google/research/pubs/pub45530
References
Kaggle - ECML PKDD Competition -2015
www.kaggle.com/c/pkdd-15-pred...
Artificial Neural Networks Applied toTaxi Destination Prediction
arxiv.org/pdf/1508.00021.pdf
Rossman Stores Sales Predictions
blog.kaggle.com/2016/01/22/ros...
Entity Embeddings of Categorical Variables
arxiv.org/abs/1604.06737
Twitter's definition
/ embeddingsattwitter.html
OpenAI's definition
neuro.cs.ut.ee/the-use-of-emb...
Tensorflow.org's definition
www.tensorflow.org/guide/embe...
Wikipedia's definition
en.wikipedia.org/wiki/Embedding
Deep Learning, NLP, and Representations - Christopher Olah
colah.github.io/posts/2014-07-...
Free Sentiment Analyzer - Daniel Soper
www.danielsoper.com/sentiment...
Vector Representations of Words
www.tensorflow.org/tutorials/...
Fair is Better than Sensational:Man is to Doctor as Woman is to Doctor
arxiv.org/abs/1905.09866
Data Types in Statistics
towardsdatascience.com/data-t...
Categorical variable
en.wikipedia.org/wiki/Categor...
An Introduction to Deep Learning for Tabular Data
www.fast.ai/2018/04/29/catego...
Learning Low-Dimensional Representations of Medical Concepts
www.ncbi.nlm.nih.gov/pmc/arti...
Entity Embeddings package real world knowledge for AI algorithms
/ entity-embeddings-pack...
Understanding embeddings in User Movie Ratings
/ collaborative-filterin...
Mahesh Khatri
Email
[e-mail]
Twitter
@MaheshKhatri
Web
www.kaytek.co.in
Medium
@MaheshNKhatri
Mahesh has previously spoken on this topic on twimlai.com/meetups/entity-em...

[@ranjeevtiwari6976]

Yesterday I was searching for this topic on CZcams and today Google recommend a genius explanation for this topic. I can say their embedding worked for me. 😂
A very well and nice explanation sir. Thanks for this video 🙂

[@TheMaheshKhatri]

Thanks.

[@sergiilutsanych3421]

Thanks for sharing the video! Very interesting topic!

[@TheMaheshKhatri]

Thanks.

[@AlexeyMatushevsky]

Great Talk, very interesting, thank you for new paper link 19:55

[@TheMaheshKhatri]

Thanks.