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On Characterizing the Capacity of Neural Networks using Algebraic Topology

On Characterizing the Capacity of Neural Networks using Algebraic Topology

The learnability of different neural architectures can be characterized directly by computable measures of data complexity. In this talk, we reframe the problem of architecture selection as understanding how data determines the most expressive and generalizable architectures suited to that data, beyond inductive bias. After suggesting algebraic ...

Microsoft2018年3月2日

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Algebraic Topology

Algebraic Topology

Henri Poincaré can be said to have been the originator of algebraic topology and of the theory of analytic functions of several complex variables. Jules Henri Poincaré was a French mathematician, physicist and astronomer who was also a gifted interpreter of science to the public. His Poincaré Conjecture holds that if any loop in a given three-dimensional space can be shrunk to a point, the space is equivalent to a sphere. It remained an unsolved problem until Grigori Perelman proved a complete p

Henri Poincaré can be said to have been the originator of algebraic

FacebookMathematics Learning

已浏览 247 次4 个月之前

didnt know how badly i needed to hear that ig | Algebra

didnt know how badly i needed to hear that ig | Algebra

TikToksublimeanddine

已浏览 370万次7 个月之前

Algebraic Topology Introduction

An introduction to operads in algebraic topology - Lecture 1-1 "Introduction to the definition of operads"

An introduction to operads in algebraic topology - Lecture 1-1

2021年11月22日

Vídeo de PAMPEÑO 🍗🐥 (@pollo_el_pampe) relacionado con «lara introduction»

Vídeo de PAMPEÑO 🍗🐥 (@pollo_el_pampe) relacionado con «lara

TikTokpollo_el_pampe

已浏览 300万次1 周前

Introduction to Algebraic Topology : Lecture14.1 MA 232 (2020)

Introduction to Algebraic Topology : Lecture14.1 MA 232

YouTubeSiddhartha Gadgil

已浏览 229 次2020年9月23日

Algebraic topology Homotopy Theory

Algebraic topology || Homotopy || Equivalence relation in Homotopy

Algebraic topology || Homotopy || Equivalence relation in

YouTubeSir Shoaib Arif

已浏览 23 次5 个月之前

Algebraic Topology 1.2 : Homotopy Classes and Properties

Algebraic Topology 1.2 : Homotopy Classes and Properties

YouTubeFematika

已浏览 4419 次2019年2月26日

Chirantan Chowdhury - Motivic homotopy theory of algebraic stacks

Chirantan Chowdhury - Motivic homotopy theory of algebraic

YouTubeFeza Gürsey Fizik ve

已浏览 99 次6 个月之前