MATHEMATICAL BACKROUND ஆழமான கணித பின்புலம் இல்லாமல் MACHINE LEARNING DEEPLEARNINGகற்பது சரியா தவற

https://www.youtube.com/watch?v=rBH_7knxZQQ
http://www.matrixcalculus.org/
https://github.com/mshvartsman/symbolic-mat-diff
https://zulko.wordpress.com/2012/04/15/symbolic-matrix-differentiation-with-sympy/
https://pretalx.com/euroscipy-2019/talk/F8X9BY/
SymPy has been recently extended in order to support the computation of symbolic matrix derivatives, and is currently the only computer algebra system endowed
with this feature (lacking even in Wolfram Mathematica). Matrix calculus plays indeed a central role in optimization and machine learning, but was unfortunately
often limited to pen on papers or chalk on blackboards.
https://zulko.wordpress.com/2012/04/15/symbolic-matrix-differentiation-with-sympy/
https://arxiv.org/abs/1802.01528
https://www.math.uwaterloo.ca/~hwolkowi/matrixcookbook.pdf
https://explained.ai/matrix-calculus/
https://towardsdatascience.com/notes-on-matrix-calculus-for-deep-learning-b9899effa7cf
https://medium.com/@rohitrpatil/the-matrix-calculus-you-need-for-deep-learning-notes-from-a-paper-by-terence-parr-and-jeremy-4f4263b7bb8
https://atmos.washington.edu/~dennis/MatrixCalculus.pdf
https://www.lesswrong.com/posts/9L9XuXhLYBm47yYkf/a-primer-on-matrix-calculus-part-1-basic-review
https://mc.ai/matrix-calculus-for-deeplearning-part1/
https://explained.ai/matrix-calculus/index.html
https://impartiallyderivative.com/2018/02/09/matrix-calculus-the-mathematics-of-learning/

https://www.coursera.org/specializations/mathematics-machine-learning?utm_source=gg&utm_medium=sem&utm_content=02-MathforML-
IN&campaignid=6495175353&adgroupid=80923089314&device=c&keyword=calculus%20for%20machine%20learning&matchtype=b&network=g&devicemodel=ktXjfc3DPFONKuJkfHdvUou2-66JaFHrEYKDlORnXIdux1cmmxk8ewaApshEALw_wcB

[11:18, 6/6/2020] bolacalculus: https://youtu.be/3cL_0umbTVw
[11:19, 6/6/2020] bolacalculus: https://youtu.be/pr7OkkIy_wQ
analyse the weights file in given keras tensorflow or yolo now
a python library can tell about weights file quality and format of weights file
[13:41, 6/6/2020] bolacalculus: https://youtu.be/-D998bj8i6E
https://www.youtube.com/watch?v=9DPiXrN2pEg
https://www.youtube.com/watch?v=BfTMmoDFXyE
https://www.youtube.com/watch?v=jPmV3j1dAv4
https://www.youtube.com/watch?v=3uxOyk-SczU
https://www.youtube.com/watch?v=wvsE8jm1GzE
impo best pca explanation
https://www.youtube.com/watch?v=3k9hwRCcT30
https://www.youtube.com/channel/UCrkwN8pE2AH32pmvhOeyg8A
Gravity in 3D, 7D, 30D, 100D, and 500D Space
https://www.youtube.com/watch?v=XGpE2-iaYa4
https://www.youtube.com/watch?v=h3Wew7Iyr7Q
https://www.youtube.com/watch?v=BItOjsGW9Cg
https://www.youtube.com/watch?v=UUxIXU_Ob6E
https://www.youtube.com/watch?v=26YhtSJi1qc
https://www.youtube.com/watch?v=6Pv2txQVhxA
https://www.youtube.com/watch?v=2bV_YQTIJrg
https://www.youtube.com/watch?v=IbE0tbjy6JQ
PCA 3: direction of greatest variance
https://www.youtube.com/playlist?list=PLBv09BD7ez_5_yapAg86Od6JeeypkS4YM
https://www.youtube.com/watch?v=2bV_YQTIJrg&list=PLBv09BD7ez_5_yapAg86Od6JeeypkS4YM&index=3
https://www.youtube.com/watch?v=mwuTwSaqeWs
PCA 8: Principal components = eigenvectors
https://www.youtube.com/watch?v=jydawdlGLmo
https://www.youtube.com/watch?v=VjsO5bLe4yg
Luis Serrano
https://www.youtube.com/watch?v=g-Hb26agBFg&t=993s
https://www.youtube.com/watch?v=g-Hb26agBFg&t=993s
https://www.youtube.com/watch?v=Bt4zfx2R9vA
MATLAB SVM tutorial (fitcsvm)
https://www.youtube.com/watch?v=q778MSq21vU
Data Analysis 6: Principal Component Analysis (PCA) - Computerphile
https://www.youtube.com/watch?v=TJdH6rPA-TI
https://www.youtube.com/watch?v=5HNr_j6LmPc&t=322s
https://www.youtube.com/channel/UCgBncpylJ1kiVaPyP-PZauQ
PCA 3D Video animation
https://www.youtube.com/watch?v=1NV24zcHse0
good animated explanation Principal Component Analysis Easy Tutorial #3 : Cluster Visualization
https://www.youtube.com/watch?v=Cr_Q-GQKmmM
https://www.youtube.com/channel/UClNlcigUypq993qalzwOkBA/playlists
https://www.youtube.com/playlist?list=PLdeuKRJcjOTdFmDkoy93VrIdETYR8fbwb
Data Analysis in Excel
https://www.youtube.com/playlist?list=PLdeuKRJcjOTcF74N5FS1_LsOH6QoQdD5L
Principal Component Analysis animation
https://www.youtube.com/watch?v=65HUZ8LbXOk
https://www.youtube.com/watch?v=qAtGPNMUoXo
Dimensional Reduction| Principal Component Analysis
https://www.youtube.com/watch?v=OFyyWcw2cyM
Visual Explanation of Principal Component Analysis, Covariance, SVD
https://www.youtube.com/watch?v=5HNr_j6LmPc&t=322s
https://www.youtube.com/watch?v=NFIkD9-MuTY
3 - PCA concept
https://www.youtube.com/watch?v=NFIkD9-MuTY
28: Principal Component Analysis
https://www.youtube.com/watch?v=TSYL-oHx4T0
pca with formula
https://www.youtube.com/watch?v=QP43Iy-QQWY
6 - Correlation and PCA
https://www.youtube.com/watch?v=EHb_kuw1GNU

https://www.data-assessment.com/en/matrix-calculus-a-small-tool-with-a-big-impact #:~:text=Matrix%20Calculus%20is%20the%20term,very%20quickly%20on%20modern%20computers.

https://explained.ai/matrix-calc