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Using entity embeddings with FastAI (v1 and v2!)

Using entity embeddings with FastAI (v1 and v2!)

The FastAI library’s built-in functionality for tabular data classification and regression, based on neural networks with categorical…
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Codon Consulting
Tabular Data and Deep Learning: Where Do We Stand?

Tabular Data and Deep Learning: Where Do We Stand?

During the 2010s, deep learning revolutionized computer vision and natural language processing, but plain old tabular datasets have proved…
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Codon Consulting
TabNet: Deep learning for tabular data

TabNet: Deep learning for tabular data

We recently published an article about Google Research’s TabNet library for modelling tabular data using an attention-based deep learning…
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Codon Consulting
CatBoost and NODE for tabular data

CatBoost and NODE for tabular data

We recently published an article on modelling tabular data with the CatBoost and NODE packages on Towards Data Science:
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Codon Consulting
Tackling Climate Change with Machine Learning — the Jevons paradox

Tackling Climate Change with Machine Learning — the Jevons paradox

By Fredrik Edin
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Codon Consulting
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