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Sai Pradeep Peri
Sai Pradeep Peri

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Published in Towards AI

·Apr 15, 2021

GAMs and Smoothing Splines (Part-2) — Tensor Product Splines

In this article, I will extend the concepts of 1D-spline smooths to higher-order dimensional function approximations called Tensor Product smooths. If you haven’t read part-1, please give it a read. The article is structured mainly into two parts: Tensor Product Splines 2D-Tensor interpolation using GAMs on an artificial dataset Tensor Product Splines: Tensors: …

Tensor Splines

12 min read

GAMs and Smoothing Splines(Part-2) — Tensor Product Splines
GAMs and Smoothing Splines(Part-2) — Tensor Product Splines

Published in Towards AI

·Mar 15, 2021

GAMs and Smoothing Splines(Part-1)

In today’s world, where Deep Learning is used for most Machine Learning applications, Interpretability has become paramount in real-world applications. Model’s Interpretability is crucial to understand how different variables interact to generate model decisions. In this context, I want to summarize a powerful family of interpretable models — Generalized Additive…

Gam

10 min read

GAMs and Smoothing Splines(Part-1) — Simplified
GAMs and Smoothing Splines(Part-1) — Simplified
Sai Pradeep Peri

Sai Pradeep Peri

Senior Research Scientist at Pindrop Security, Masters University of Pittsburgh, Interested in ML, NLP, Deep learning. www.linkedin.com/in/saipradeepperi

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