顯示具有 線性代數 標籤的文章。 顯示所有文章
顯示具有 線性代數 標籤的文章。 顯示所有文章
10/18/2024

(線性代數) 影像壓縮和工業系

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  Source by  Frank Cleary 看得出來兩張圖片的差別？
2/05/2024

學習數學的四個層次：(3) 在許多行業的應用

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學習數學的四個層次：(0) 如何學數學 ， (1) 代表具備基礎的知識與能力 ， (2) 邏輯推理和抽象思考的能力 ， (3) 在許多行業的應用 ， (4) 純粹滿足好奇心或求知慾 。 2015/12/1 初稿，持續更新中。 一般性說明 數學是科學之母，科學則是工業的...
10/26/2023

Sparse PCA: A New Scalable Estimator Based On Integer Programming

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Kayhan Behdin and Rahul Mazumder , Sparse PCA: A New Scalable Estimator Based On Integer Programming , arXiv:2109.11142v2, 2021. ( Julia ahd...
9/04/2023

The Art of Linear Algebra

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Kenji Hiranabe,  Graphic notes on Gilbert Strang's "Linear Algebra for Everyone" I tried intuitive visualizations of importa...
10/14/2022

Discovering faster matrix multiplication algorithms with reinforcement learning

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Fawzi, A., Balog, M., Huang, A. et al. Discovering faster matrix multiplication algorithms with reinforcement learning . Nature 610, 47–53 (...
4/01/2022

ACM Turing Award Honors Jack J. Dongarra

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ACM, ACM Turing Award Honors Jack J. Dongarra for Pioneering Concepts and Methods Which Have Resulted in World-Changing Computations , March...
3/30/2022

Efficient method for training deep networks with unitary matrices

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Bobak Kiani, Randall Balestriero, Yann Lecun, and Seth Lloyd,  projUNN: efficient method for training deep networks with unitary matrices , ...
10/18/2021

Minimum-Distortion Embedding

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Akshay Agrawal, Alnur Ali and Stephen Boyd (2021), " Minimum-Distortion Embedding ", Foundations and Trends® in Machine Learning: ...
7/19/2021

Linear Algebra, Signal Processing, and Wavelets - A Unified Approach

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Øyvind Ryan, Linear Algebra, Signal Processing, and Wavelets - A Unified Approach, Python Version , Springer, 2019.  ( code , Python ) 1 Sou...
7/12/2021

Numerical Python

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Robert Johansson, Numerical Python: Scientific Computing and Data Science Applications with Numpy, SciPy and Matplotlib , Apress, 2019. ( co...
7/11/2021

Numerical Algorithms: Methods for Computer Vision, Machine Learning, and Graphics

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Justin Solomon, Numerical Algorithms: Methods for Computer Vision, Machine Learning, and Graphics ,  1st Edition, A K Peters/CRC Press, 2015...
6/04/2021

Probabilistic Machine Learning

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 "Probabilistic Machine Learning" - a book series by Kevin Murphy Kevin Patrick Murphy, Probabilistic Machine Learning: An Introd...
5/18/2021

EE104/CME107 Introduction to Machine Learning

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Sanjay Lall, EE104/CME107: Introduction to Machine Learning , Stanford University, Spring Quarter , 2021. (quarter: 10 weeks, Julia, YouTube...
5/03/2021

Machine Learning Under a Modern Optimization Lens

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Dimitris Bertsimas and Jack Dunn, Machine Learning Under a Modern Optimization Lens , Dynamic Ideas LLC, 2019. The book provides an ori...
4/20/2021

(高中) 數學與資訊工程

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馬來西亞的學校提案，準備今年 5 月，開授相關線上演講，以便吸引高中生就讀資訊相關科系。去年12月中開校內協調會的時候，學校長官指派我，負責「數學與資訊工程 」。 月底到了，忙著提科技部計畫和撰寫研究的程式，但是，各種點子不斷地進入我的腦袋裡，只好趕緊把它寫下來，不然半夜進入我的...
3/26/2021

Matrix Multiplication Inches Closer to Mythic Goal

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Kevin Hartnett, Matrix Multiplication Inches Closer to Mythic Goal , Quanta Magazine , March 23, 2021. “Exponent two” refers to the ideal sp...
3/13/2021

咖啡廳裡親子的對話

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 有一天，在咖啡廳裡工作，聽到隔壁一對父母在教小孩。 大概的情況是，小孩子的作業訂正有問題，媽媽非常地生氣，期間也說明別人是如何如何，為什麼你都做不好？小孩子低聲啜泣，對媽媽的話，也不太敢反駁。爸爸則是說，我們不是和乞丐比較，唸書是要幫你找到好工作 、 賺錢 。後來，我和小孩剛好...
1/04/2021

A First Course in Random Matrix Theory

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Marc Potters, A First Course in Random Matrix Theory (for Physicists, Engineers and Data Scientists) , Cambridge University Press, 2020. The...
12/23/2020

Mathematics for Machine Learning

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Marc Peter Deisenroth, A. Aldo Faisal, and Cheng Soon Ong, Mathematics for Machine Learning , Cambridge University Press, 2020. ( pdf ) The ...
9/10/2020

Linear Algebra and Optimization for Machine Learning: A Textbook

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Charu C. Aggarwal, Linear Algebra and Optimization for Machine Learning: A Textbook , Springer, 1st ed, 2020. This textbook introduces line...