Скачать с ютуб EQUIVARIANCE RULES! - Geometric Deep Learning Tutorial - Equivariant Neural Networks Visualised в хорошем качестве

EQUIVARIANCE RULES! - Geometric Deep Learning Tutorial - Equivariant Neural Networks Visualised

This video is meant to be a supplementary resource to help understanding the below paper by Taco S. Cohen and Max Welling Group Equivariant Convolutional Networks https://arxiv.org/abs/1602.07576 For me, this video is also a save-game-fountain en route my journey into the broader topic of Geometric Deep Learning. I've assumed that the viewer is familiar with CNNs :P -- AUDIO SNIPPETS FROM / LECTURES-- Prof. Max Welling - Deep Learning and the Natural Sciences: A Perfect Marriage? - Princeton AI Club    • Prof. Max Welling - Deep Learning and...   Dr. Tess E. Smidt: Unexpected Lessons from Neural Networks Built with Symmetry for Physical Systems    • Dr. Tess E. Smidt: Unexpected Lessons...   Taco Cohen: Group Equivariant Convolutional Networks https://archive.org/details/Redwood_C... AMMI Course "Geometric Deep Learning"    • AMMI Course "Geometric Deep Learning"...   2019 MATH + X Symposium: Taco Cohen    • 2019 MATH + X Symposium: Taco Cohen   Daniel Worrall: Understanding and Generalising the Convolution    • Daniel Worrall: Understanding and Gen...   Cambridge BSU Lecture in Biomedical Data Science - Prof Max Welling    • Cambridge BSU Lecture in Biomedical D...   Anders Johansson - Fast and accurate machine learning potentials for extreme-scale simulations    • Anders Johansson - Fast and accurate ...   Group Equivariant Deep Learning (UvA - 2022)    • Group Equivariant Deep Learning (UvA ...   ICLR 2021 Keynote - "Geometric Deep Learning: The Erlangen Programme of ML" - M Bronstein    • ICLR 2021 Keynote - "Geometric Deep L...   From Equivariance to Naturality (Dr. Taco Cohen)    • From Equivariance to Naturality (Dr. ...   -- COOL BLOGS -- https://web.archive.org/web/201909092... https://blogs.rstudio.com/ai/posts/20... https://fabianfuchsml.github.io/equiv...    • Equivariant Neural Networks | Part 1/...   -- COOL PODCASTS -- ML Explained - Aggregate Intellect - AI.SCIENCE    • Symmetries in Deep Learning - Deep Ra...   Machine Learning Dojo with Tim Scarfe    • Видео   Machine Learning Street Talk    • GEOMETRIC DEEP LEARNING BLUEPRINT   Machine Learning Street Talk    • #036 - Max Welling: Quantum, Manifold...   -- PAPERS -- Group Equivariant Convolutional Networks, 2016 https://arxiv.org/abs/1602.07576 Roto-Translation Covariant Convolutional Networks for Medical Image Analysis, 2018 https://arxiv.org/abs/1804.03393 Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis, 2020 https://arxiv.org/abs/2002.08725 A General Theory of Correct, Incorrect, and Extrinsic Equivariance, 2023 https://arxiv.org/abs/2303.04745 The Lie Derivative for Measuring Learned Equivariance https://arxiv.org/abs/2210.02984 Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges https://geometricdeeplearning.com/ E(3)-equivariant graph neural networks for data-efficient and accurate interatomic potentials. Nat Commun **13**, 2453 (2022). https://doi.org/10.1038/s41467-022-29... Deep phenotyping: deep learning for temporal phenotype/genotype classification. Plant Methods **14**, 66 (2018). https://doi.org/10.1186/s13007-018-03... Invasive ductal carcinoma of the breast: correlation between tumor grade determined by ultrasound-guided core biopsy and surgical pathology. AJR Am J Roentgenol. 2013 Jan;200(1):W71-4. doi: https://doi.org/10.2214/ajr.11.7461 PMID: 23255773. -- CODE -- Python Library used for Simulations: Equivariant Steerable CNNs Library for Pytorch https://quva-lab.github.io/escnn/ Found this notebook really helpful: https://uvadlc-notebooks.readthedocs.... please find additional learning material here: https://github.com/kartikchincholikar... -- IMAGES -- Rotating plant image: https://plantmethods.biomedcentral.co... Rotating Histopathology image: https://www.ajronline.org/doi/pdf/10.... Title: Emily Red (3D Model) Author: Ian.Bongat Source: https://sketchfab.com/3d-models/emily... License: Creative Commons Attribution Image of the Boot is from the fashionMNIST Dataset -- MUSIC -- Beat 6 - Kanye West    • Beat 6 - Unreleased KanYe West Demo B...   Hell of a night - Travi$ Scott    • Hell of a Night - Travis Scott [instr...   Waves - Kanye West    • Видео   __________________________________________________ Other places to find me: Website: https://kartikchincholikar.github.io/ Twitter:   / kartikc14   Github: https://github.com/kartikchincholikar Bluesky: https://bsky.app/profile/niszoig.bsky...