Courses_ML_DL4

http://www.cs.mun.ca/~dchurchill/teaching.shtml https://www.youtube.com/playlist?list=PL_xRyXins84_KZcXNu8ZJEo3874cjlMA9

Keras Model Walkthrough

https://lukewood.xyz/blog/keras-model-walkthrough

Scikit-learn

https://www.youtube.com/playlist?list=PLM-1QqX7UksT6tREbR-n9Mhup0OoRBU34

http://implicit-layers-tutorial.org/

Foundations of Data Science

https://www.youtube.com/channel/UCHxCgxeMzE3vkxVsqyudzdA/videos

https://github.com/BoltzmannEntropy/interviews.ai

https://github.com/Harvard-IACS/2021-ComputeFest

Erdem Akagündüz

https://www.youtube.com/channel/UCQlfzrQCOF7hYnw6cqekr1A/playlists

Neural Networks for Data Science Applications

https://twitter.com/s_scardapane/status/1451212233929809923 https://www.sscardapane.it/teaching/nnds-2021/ passcode n$twork21

https://github.com/APMLA-2021/APMLA-WS_21-22_material

Applied Machine Learning

https://github.com/UBC-CS/cpsc330 https://www.youtube.com/channel/UC40oUwJPrUmhsYdURk8OjqA/playlists

https://leetcode101.com/

https://www.mathcha.io/

https://www.iitk.ac.in/math/data/Inst_Webpage_STanDS-06-09-21.pdf

DeepMath 2019

https://www.youtube.com/playlist?list=PLWQvhvMdDChzsThHFe4lYAff3pu2m0v2H

https://github.com/prathimacode-hub/ML-ProjectKart

Recommendation Systems in ML

https://www.youtube.com/channel/UC_LOWnNhQgAQ0TkqCCKX5OA/videos

https://courses.smp.uq.edu.au/MATH2504/

Joonseok Lee

https://www.youtube.com/user/Joonseok2010/playlists

Ross Dynamics Lab

https://www.youtube.com/watch?v=bOpxQ7hGpmM&list=PLUeHTafWecAUqSh3Gy0NNr7H3OsXoC-aK&index=2

Speech and Language Processing

https://web.stanford.edu/~jurafsky/slp3/

Julius Pfrommer

https://www.youtube.com/channel/UCEeiU4rIy9bzhuglYwUFl_g/playlists

https://bayesoptbook.com/

http://datasciencemasters.org/

https://probability4datascience.com/

https://duchesnay.github.io/pystatsml/

https://shainarace.github.io/LinearAlgebra/

https://github.com/GeostatsGuy/PythonNumericalDemos

https://jmshea.github.io/intro-data-science-for-engineers/intro/intro.html

Carlos Fernandez-Granda

https://www.youtube.com/channel/UCz2y8mrHYbi4MCpHsahZ32Q/playlists

Arash Ash(Neuro Match Academy)

https://www.youtube.com/channel/UCHJjDMb91k-0o_3Yx0qC0Mw/playlists

recluze

https://www.youtube.com/watch?v=qbt4XbI29QQ&list=PLnd7R4Mcw3rIpsOe-lijX3jtpUwPmK8n6&index=3 https://github.com/recluze/numerical-computing-cs/tree/master/notes-pdf

https://ona-book.org/

https://github.com/bhanuprathap2000/dsp/blob/master/datasplit.py

EECS 4422/5323 Computer Vision Fall 2021

https://www.eecs.yorku.ca/~kosta/Courses/EECS4422-F21/

Advanced Engineering Mathematics

https://www.youtube.com/watch?v=uhbVkHcL9S8&t=189s

https://aykuterdem.github.io/classes/comp550/ https://github.com/craffel/dl3d-seminar https://github.com/alecjacobson/seminar-on-geometry-and-animation

Inferring Concept Drift Without Labeled Data

https://concept-drift.fastforwardlabs.com/

Minjoon Seo

https://seominjoon.github.io/kaist-ai605/ https://www.youtube.com/c/MinjoonSeo329/playlists

UCF CRCV

https://www.youtube.com/user/UCFCRCV/playlists

information retrieval 2021

https://www.youtube.com/playlist?list=PLie-I-kcWTiZjzE50LmLq676K-v6Mmftg

Rebecca Willett, University of Chicago

https://voices.uchicago.edu/willett/teaching/stats37710-cmsc35400-s20/

Professor Butler

https://www.calc4.org/ https://www.youtube.com/c/ProfessorButler/playlists

김승룡[ 조교수 / 컴퓨터학과 ]

https://www.youtube.com/channel/UCro6IqfE5NOspKCDusilfmw/playlists

Elements of Data Science

https://allendowney.github.io/ElementsOfDataScience/README.html

André Eugenio Lazzaretti

https://sites.google.com/site/andrelazzaretti/graduate-courses/deep-learning-cpgei https://www.youtube.com/channel/UCS61lPi9Oef2R1YC-ynIv7w/videos

Yish Lim

https://www.youtube.com/channel/UCERMLDFyZBWsh1lTYoY_8cA/playlists

Deep learning fall 2021

https://www.youtube.com/playlist?list=PL-fZD610i7yB7gDnPDpFcKpHI9X8z3OQ7

https://complex-analysis.com/ https://sites.google.com/view/diffsmoothing https://ece.uwaterloo.ca/~ne112/Lecture_materials/ https://lyryx.com/linear-algebra-applications/ https://www.youtube.com/user/lyryxlearning/videos

https://sites.ualberta.ca/~ahamann/teaching/renr480/index.html

Institute of Mathematical Statistics

https://www.youtube.com/channel/UCj1ZUltS7SVtNNOhIAhB_kA

https://arthurdouillard.com/deepcourse/

https://sites.ualberta.ca/~ahamann/teaching/renr690/index.html

http://www.stat.yale.edu/~yw562/teaching/it-stats.pdf

https://matheusfacure.github.io/python-causality-handbook/landing-page.html

https://rasmuspagh.net/courses/APX21/

https://brice.loustau.eu/teaching/TUDarmstadt/Manifolds2020/

Deep Learning Drizzle

https://deep-learning-drizzle.github.io/

Subbarao Kambhampati

https://www.youtube.com/c/subbarao2z2/playlists

"Introduction to model theory

https://www.youtube.com/playlist?list=PLoWHl5YajIf5ZwhGrgiZkM_9X_UGCkbm7

Ajey Chahal

https://www.youtube.com/channel/UCN2rmbuaGXVUv6p2NNugsIA/playlists

Differential Privacy in Machine Learning and Stats

https://www.youtube.com/channel/UChhB2ULTBIy0C4Pm4a5kVSA/playlists?app=desktop&view=1&sort=dd&flow=grid

Numerical Linear Algebra Group Department of Mathematics, The University of Manchester

https://nla-group.org/new-directions-in-numerical-linear-algebra-and-high-performance-computing-2020/

Constantine Caramanis- optimization

https://www.youtube.com/channel/UCSv1_NZITsPl-abaCWtRrJg/playlists

https://nn.labml.ai/adaptive_computation/ponder_net/index.html

https://stats.stackexchange.com/questions/540498/which-approaches-exist-for-optimization-in-machine-learning https://stats.stackexchange.com/questions/172445/why-are-numerical-solutions-preferred-to-analytical-solutions

Mathematics of Machine Learnin

https://www.youtube.com/playlist?list=PLiud-28tsatL0MbfJFQQS7MYkrFrujCYp

Interpretability and Explainability in Machine Learning

https://interpretable-ml-class.github.io/

DLVU

https://www.youtube.com/channel/UCYh1zKnwzrSjrO2Ae-akfTg/playlists http://peterbloem.nl/blog/transformers

Joydeep Dutta

https://www.youtube.com/user/kamrupexpress/playlists

CompStat Munich

https://introduction-to-machine-learning.netlify.app/ https://www.youtube.com/channel/UCr4ZcPk0siqHBISY-OzFotQ/playlists

Programming for AI

https://docs.google.com/document/d/1XmRNTM4mfrmyVNdGFQ9zE_OwcdpCBhZXusccAkAoEqU/edit https://www.youtube.com/playlist?list=PLLENHvsRRLjDHllrXj0B8sz5-4xVbisBL

Neuromatch deep learning course

https://deeplearning.neuromatch.io/tutorials/intro.html

Geometric Deep Learing (GDL100)

https://geometricdeeplearning.com/lectures/ https://arxiv.org/abs/2104.13478

MDLW01 - Theory of deep learning

https://www.youtube.com/playlist?list=PL9-ncTy2ag0GVGspC7hPxKPatotJ8vZkX

Optimization Geeks

https://www.youtube.com/channel/UCJaL6SBbC7XaP7BbWKbR5nA/videos

Introduction to Data Science

https://rafalab.github.io/dsbook/

Advance ML/DL University Lectures

https://docs.google.com/spreadsheets/u/0/d/1KYJ9Z8f76WZGYpT2E5sjr5gL-O35Lpjm-SMmU00fplk/htmlview

Deep learning for Molecules and Materials

https://whitead.github.io/dmol-book/intro.html

Mathematical Foundation and Applications of Deep Learning

https://www.youtube.com/channel/UCDGu5dwQ9pJeEEOr6hb3PnA/videos

Princeton ORFE Deep Learning Theory

https://www.youtube.com/playlist?list=PL2mB9GGlueJj_FNjJ8RWgz4Nc_hCSXfMU

Practical Stats for Data Scientists Book

https://www.youtube.com/playlist?list=PL3x6DOfs2NGiKx4kSh_YeLDoKYJRGn9pV https://www.rfordatasci.com/

Recitation for 6.034 Artificial Intelligence at MIT, Fall 2016

https://www.youtube.com/playlist?list=PLxymR0ZPfMmV-vGtvhvTeWHIcnh-bTjDI https://www.youtube.com/playlist?list=PLfciLKR3SgqNvvqnWFh-AyznNsu8yWGPz

https://deeplearning.neuromatch.io/tutorials/intro.html

cs273a

https://www.youtube.com/playlist?list=PLaXDtXvwY-oDvedS3f4HW0b4KxqpJ_imw

https://actu.epfl.ch/news/how-will-machine-learning-change-science/ https://isa.epfl.ch/imoniteur_ISAP/!itffichecours.htm?ww_i_matiere=2954525563&ww_x_anneeacad=2301874322&ww_i_section=2141273&ww_i_niveau=&ww_c_langue=en https://www.epfl.ch/labs/mlo/machine-learning-cs-433/

https://pire.gemadarc.org/education/school21/#ai https://www.youtube.com/channel/UCoqtGarg-8BCGtgqj9AA_FQ/videos