Curse of Dimensionality - EXPLAINED!
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2 سال پیش
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RESOURCES
[1] The curse of dimensionality means different things over time: Medium: confronting-the-curse-of-dimensionality
[2] Effects of dimensionality on models: https://stats.stackexchange.com/quest...
[3] Deep Dive: https://towardsdatascience.com/high-d...
[4] Curse of Dimensionality minus the Jargon: https://towardsdatascience.com/the-cu...
[5] Paper that shows distance metrics in much higher dimensions are meaningless as you can’t distinguish between close points and points further away: https://www.researchgate.net/publicat...
[6] Neural Networks are weird. Here is a paper that suggests neural networks can skirt the curse of dimensionality: https://arxiv.org/pdf/2105.04026.pdf
[7] Another strange case: https://openreview.net/pdf?id=KAV7BDCcN6
[8] Curse of Dimensionality in Word Embeddings: https://kikaben.com/word-embedding-lo...
[9] Curse of Dimensionality on Linear Regression: https://stats.stackexchange.com/quest...
[10] K-Nearest Neighbors & how to deal with dimensionality: https://towardsdatascience.com/k-near...
[11] Udacity video on dimensionality: Curse of Dimensionality Two - Georgia...
[12] Surprising behavior of distance metrics in high dimensions: https://towardsdatascience.com/the-su...
[13] Simulating the curse: https://stackoverflow.com/questions/6...
[14] Why Euclidian distances aren’t good for sparse data: https://stats.stackexchange.com/quest...
[15] Advantages and disadvantages of K Means: https://developers.google.com/machine...
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📚 Medium Blog: Medium: dataemporium
💻 Github: https://github.com/ajhalthor
👔 LinkedIn: LinkedIn: ajay-halthor-477974bb
RESOURCES
[1] The curse of dimensionality means different things over time: Medium: confronting-the-curse-of-dimensionality
[2] Effects of dimensionality on models: https://stats.stackexchange.com/quest...
[3] Deep Dive: https://towardsdatascience.com/high-d...
[4] Curse of Dimensionality minus the Jargon: https://towardsdatascience.com/the-cu...
[5] Paper that shows distance metrics in much higher dimensions are meaningless as you can’t distinguish between close points and points further away: https://www.researchgate.net/publicat...
[6] Neural Networks are weird. Here is a paper that suggests neural networks can skirt the curse of dimensionality: https://arxiv.org/pdf/2105.04026.pdf
[7] Another strange case: https://openreview.net/pdf?id=KAV7BDCcN6
[8] Curse of Dimensionality in Word Embeddings: https://kikaben.com/word-embedding-lo...
[9] Curse of Dimensionality on Linear Regression: https://stats.stackexchange.com/quest...
[10] K-Nearest Neighbors & how to deal with dimensionality: https://towardsdatascience.com/k-near...
[11] Udacity video on dimensionality: Curse of Dimensionality Two - Georgia...
[12] Surprising behavior of distance metrics in high dimensions: https://towardsdatascience.com/the-su...
[13] Simulating the curse: https://stackoverflow.com/questions/6...
[14] Why Euclidian distances aren’t good for sparse data: https://stats.stackexchange.com/quest...
[15] Advantages and disadvantages of K Means: https://developers.google.com/machine...
MATH COURSES (7 day free trial)
📕 Mathematics for Machine Learning: https://imp.i384100.net/MathML
📕 Calculus: https://imp.i384100.net/Calculus
📕 Statistics for Data Science: https://imp.i384100.net/AdvancedStati...
📕 Bayesian Statistics: https://imp.i384100.net/BayesianStati...
📕 Linear Algebra: https://imp.i384100.net/LinearAlgebra
📕 Probability: https://imp.i384100.net/Probability
OTHER RELATED COURSES (7 day free trial)
📕 ⭐ Deep Learning Specialization: https://imp.i384100.net/Deep-Learning
📕 Python for Everybody: https://imp.i384100.net/python
📕 MLOps Course: https://imp.i384100.net/MLOps
📕 Natural Language Processing (NLP): https://imp.i384100.net/NLP
📕 Machine Learning in Production: https://imp.i384100.net/MLProduction
📕 Data Science Specialization: https://imp.i384100.net/DataScience
📕 Tensorflow: https://imp.i384100.net/Tensorflow
2 سال پیش
در تاریخ 1401/09/14 منتشر شده
است.
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