RLHF
Yannic Chollet intelligence
[On the Measure of Intelligence by François Chollet - Part 1: Foundations (Paper Explained) - YouTube](https://youtu.be/3_qGrmD6iQY?si=VPXyfZhcsCtpKASB)
Stanford probability
[cs109-2016-spring-website/handouts at master · chrispiech/cs109-2016-spring-website · GitHub](https://github.com/chrispiech/cs109-2016-spring-website/tree/master/handouts)
Essence of probability 3blue1brown
[Essence of probability - 3Blue1Brown - YouTube](https://youtube.com/playlist?list=PLiAulSm0XXgvCGe63mrAkda9UQ9478YQv&si=28NpCTQALEZy6LjW)
[Essence of Probability - YouTube](https://youtube.com/playlist?list=PL3uHAJ2WXdN0IrAMM0xrF9fNgQtPeNdT2&si=fG0C2Pss5xmhcm9K)
3blue1brown transformers
Biophysics
[Biophysics 401: Introduction to Biophysics - YouTube](https://www.youtube.com/playlist?list=PLFn7fvIP7CbMun4daH24AZzX3r7ETT6aD)
[Molecular Biophysics - all lectures as concepts - YouTube](https://www.youtube.com/playlist?list=PLuIpgNT2hMwRQKFy4okoNQKiJwM8li3Sz)
[Biophysics by Yair Meiry - YouTube](https://www.youtube.com/playlist?list=PLwEBrjR9W1ZvBgsTdxexJcCcRnn4coPD0)
[2020-2021 Biophysics (QLS-BIO) - YouTube](https://www.youtube.com/playlist?list=PLp0hSY2uBeP9hovFMRp8FDlA3SpI74MxT)
[Medical Biophysics - YouTube](https://www.youtube.com/playlist?list=PL0021071332A6C2DC)
[Intro to Biophysics - YouTube](https://www.youtube.com/playlist?list=PLNTWW7VSWMUUNX0RtHLIwUQyCYemIChum)
[Computational Biophysics - YouTube](https://www.youtube.com/playlist?list=PLw7uwvdSThxVckqznm3h3gS-MXkbOIF-L)
[Next Generation Biophysics Symposium 2022 - YouTube](https://www.youtube.com/playlist?list=PLQbPquAyEw4dIdbQhQmDzOhiHUWeAjgCC)
AI Madras [Computer Science - Artificial Intelligence - YouTube](https://www.youtube.com/playlist?list=PLbMVogVj5nJQu5qwm-HmJgjmeGhsErvXD)
AI NPTEL-NOC IITM [Artificial Intelligence Search Methods For Problem Solving - YouTube](https://www.youtube.com/playlist?list=PLyqSpQzTE6M8N9lDWllq6NqB5dmpy6gtc) [Artificial Intelligence - Search Methods for Problem Solving - Deepak Khemani | IIT Madras - NPTEL - YouTube](https://www.youtube.com/playlist?list=PLEAYkSg4uSQ1FaQoCxoFvmMFnBsHTBokj)
Alignment methods survey
Quanta magazine podcast
[G. Stolyarov II - YouTube](https://youtube.com/@gstolyarovii?si=2uoTcf5ycX0TfLFi)
Jeff Hawkins thousands brains
[#59 JEFF HAWKINS - Thousand Brains Theory - YouTube](https://youtu.be/6VQILbDqaI4?si=yzpd3TEvi39MRkwH)
Neural field theory, predictive coding, IIT, global workspace
Laplace transform
Michael Levin
Biological intelligence [Biological intelligence: how we learn, predict and decide | The Royal Society - YouTube](https://youtu.be/4u-g8olq70c?si=d-9_sJIAKgSJ14Z2)
[Spontaneous symmetry breaking in generative diffusion models - YouTube](https://www.youtube.com/watch?v=IG0NNE9bpWU) Spontaneous symmetry breaking in generative diffusion models
Analysis and interpretation of biological data
[BT3041- Analysis and Interpretation of Biological Data (2022) - YouTube](https://youtube.com/playlist?list=PLqFGS_otF-c4Q-N8p861dybal0uMg3O37&si=pRY50coh6bCf00KG)
Cuda [CUDA MODE - YouTube](https://youtube.com/@cudamode?si=qmLODTf9qMbXHrMK)
Alternative formulations of Maxwell's equations https://x.com/burny_tech/status/1799060183974547783?t=csid8sqeBU4IDlTKbN79EA&s=19
We need technology to be disruptive in good ways
https://arxiv.org/abs/1010.2055
Algebraic topology lectures https://www.youtube.com/results?search_query=algebraic+topology+lectures
control theory llms [LLM Control Theory Seminar (April 2024) - YouTube](https://www.youtube.com/watch?v=9QtS9sVBFM0&t=502s&pp=ygUSY29udHJvbCB0aGVvcnkgbGxt)
Diffusion math
Algebraic topology
Mamba from scratch manim math [MAMBA from Scratch: Neural Nets Better and Faster than Transformers - YouTube](https://www.youtube.com/watch?v=N6Piou4oYx8)
FFT veritasium manim
Axiom of choice manim
Diagonal argument category theory
Topos theory.
Categorical logic
Categorical deep learning
Quantum mechanics manim
General relativity manim
artem neuroscience
animation vs math
3blue1brown
veritasium
science click
[Beren Millidge: Learning in the brain beyond backprop - YouTube](https://www.youtube.com/watch?v=jN1mUSJ9uiE) Beren Millidge: Learning in the brain beyond backprop
Lie algebra
RationalAnimations mechinterp
[What Do Neural Networks Really Learn? Exploring the Brain of an AI Model - YouTube](https://youtu.be/jGCvY4gNnA8?si=0W6he1PtzGyyYYpv)
Complex analysis
[Essence of complex analysis - YouTube](https://youtube.com/playlist?list=PLDcSwjT2BF_UDdkQ3KQjX5SRQ2DLLwv0R&si=2mx3eKCrn3ySSVfE)
Brunton physics informed machine learning
[Why Does Diffusion Work Better than Auto-Regression? - YouTube](https://www.youtube.com/watch?v=zc5NTeJbk-k) diffusion vs auto-regression
Deep learning x biology https://www.sciencedirect.com/science/article/abs/pii/S1389041724000408
machine-learning tool which discovered new partial differential equations obeying conservation laws
https://arxiv.org/abs/2405.04484
https://twitter.com/thesubhashk/status/1788643691231576162?t=TpYb4xV33xkQ8oSt-cNyGg&s=19
https://twitter.com/tegmark/status/1788675307743924322?t=89V1YXO8vFI8Jfexr9u5BQ&s=19
Selforganizing AI
Group theory https://www.reddit.com/r/math/s/M20Wjw4yNH
Monster group
Standford lectures study notes
Linear regression is affine function
Generalized second law of thermodynamics
reservoir computing
New ML papers https://x.com/dair_ai?t=-lEbBssludUvERnJoSjdkA&s=09
https://arxiv.org/abs/2312.08550
Karpathy LLM course https://twitter.com/rasbt/status/1790013057659183601?t=Sq7MqJOvNz3sY2vAfSA4xg&s=19
[A Bet Against Quantum Gravity - YouTube](https://www.youtube.com/watch?v=DkRbNXILroI)
https://www.reddit.com/r/LocalLLaMA/comments/1cgrz46/local_glados_realtime_interactive_agent_running/
linear differential equation
QTF interactions
Predictive coding
Local field potentials neuroscience
[YouTube](https://youtube.com/watch?si=ByZEwH3OXMZ27X2u) Author of AIXI
[Shtetl-Optimized » Blog Archive » The First Law of Complexodynamics](https://scottaaronson.blog/?p=762)
[EP 238 Sam Sammane on Humanity's Role in an AI-Dominated Future - The Jim Rutt Show](https://www.jimruttshow.com/sam-sammane/)
Carl Shulman [John Schulman (OpenAI Cofounder) - Reasoning, RLHF, & Plan for 2027 AGI - YouTube](https://youtu.be/Wo95ob_s_NI?si=mE6Lv_ozprzK0CA3)
[Profile: The Far Out Initiative - by Scott Alexander](https://www.astralcodexten.com/p/profile-the-far-out-initiative)
[OpenAI's "Planning For AGI And Beyond" - by Scott Alexander](https://www.astralcodexten.com/p/openais-planning-for-agi-and-beyond)
[Forms of life, forms of mind | Dr. Michael Levin | Life after Death: in another world, at another scale](https://thoughtforms.life/life-after-death-in-another-world-at-another-scale/)
Stanford topological data analysis [Stanford Seminar - Topological Data Analysis: How Ayasdi used TDA to Solve Complex Problems - YouTube](https://youtu.be/x3Hl85OBuc0?si=uS43UiJgSt-u18tn)
https://www.researchgate.net/publication/380820358_Divergent_Creativity_in_Humans_and_Large_Language_Models
["Introduction to Information Geometry" by Frank Nielsen - YouTube](https://youtu.be/w6r_jsEBlgU?si=gruty3KK0NRcBlZi)
[An Introduction to Universal Artificial Intelligence - 1st Edition - M](https://www.routledge.com/An-Introduction-to-Universal-Artificial-Intelligence/Hutter-Catt-Quarel/p/book/9781032607153)
Visual machine learning diagrams https://x.com/vtabbott_?t=Xq3g3-aBcuH3Y04iUd8q7g&s=09
Technical ml podcasts https://x.com/teortaxesTex/status/1795942239580917867?t=JK3N8nx418fKkITNqS4zjw&s=19
Information geometry ["Introduction to Information Geometry" by Frank Nielsen - YouTube](https://youtu.be/w6r_jsEBlgU?si=gruty3KK0NRcBlZi)
Hebbian learning
xLSTM [xLSTM: The Sequel To The Legendary LSTM - YouTube](https://www.youtube.com/watch?v=7r1-4LDJDmM)
AutoGen LLM multiagent systems https://x.com/AndrewYNg/status/1795845101979406490?t=R-IgXpqZjEgTnAedo8RkLA&s=19
Relativity [The Maths of General Relativity - YouTube](https://youtube.com/playlist?list=PLu7cY2CPiRjVY-VaUZ69bXHZr5QslKbzo&si=PrR1ytUcYuloclKH)
All chemistry in one video
Neural networks quantum field theory https://arxiv.org/abs/2307.03223
[Neural Networks as Quantum Field Theories (NNGP, NKT, QFT, NNFT) - YouTube](https://youtu.be/ZSmORp3Bm2c?si=pdaP-mvSKSw4EDUq)
[Anton Petrov - YouTube](https://youtube.com/@whatdamath?si=uwwVt1QYpAKfO6pz)
Quanta magazine
Science text books https://x.com/curiouswavefn/status/1795893692743450935?t=nBZevhssrWKo6DjC2aefkA&s=19
Active Inference people videos [Discussion on Mortal Computations with Alexander Ororbia, Karl Friston, and Chris Fields - YouTube](https://youtu.be/s7JTnNutgYs?si=dRiNoaX3gjXoOyWY)
Chollet intelligence https://arxiv.org/abs/1911.01547
Spivak applied category theory
[Applied Category Theory. Chapter 1, lecture 1 (Spivak) - YouTube](https://www.youtube.com/watch?v=UusLtx9fIjs&list=PLhgq-BqyZ7i5lOqOqqRiS0U5SwTmPpHQ5)
MIT differential equations [MIT 18.03SC Differential Equations, Fall 2011 - YouTube](https://www.youtube.com/playlist?list=PL64BDFBDA2AF24F7E)
[Books beginning with A | SpringerLink](https://link.springer.com/books/a/1)
Hutter algorithmic information theory [M. Hutter: Intro. to Algorithmic Information Theory and Universal Learning, Symposium on ML & AIT. - YouTube](https://youtube.com/watch?v=8Q2G2OGHm1c)
Some masterpiece (text)books that shaped the field of Machine Learning.
Very partial & incomplete list:
- MLP
- SVM, kernels
- Regression
- Boosting
- Reinforcement learning
- Deep Learning
- Information geometry
- Algebraic geometry singular learning
https://x.com/FrnkNlsn/status/1796532242778579077?t=1gZOqvbov1B66AT5nCsV2g&s=19
Information geometry resources
https://x.com/FrnkNlsn/status/1520585408215924736?t=6CBid31t9GbwrF8xXYX8Og&s=19
https://online.stanford.edu/
[CrashCourse - YouTube](https://www.youtube.com/@crashcourse)
[David Tong: The Standard Model](https://www.damtp.cam.ac.uk/user/tong/standardmodel.html)
Topological quantum computing [The Radical Map of Topological Quantum Computing - YouTube](https://www.youtube.com/watch?v=ihZXl33t8So)
Music theory [Yale Music Theory Course - YouTube](https://www.youtube.com/playlist?list=PL9LXrs9vCXK56qtyK4qcqwHrbf0em_81r)
History of mathematics [MathHistory: A course in the History of Mathematics - YouTube](https://www.youtube.com/playlist?list=PL55C7C83781CF4316)
MIT Mathematics for Computer Science [MIT 6.042J Mathematics for Computer Science, Spring 2015 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP60UlabZBeeqOuoLuj_KNphQ)
[MIT 6.042J Mathematics for Computer Science, Fall 2010 - YouTube](https://www.youtube.com/playlist?list=PLB7540DEDD482705B)
Mathematics for Machine Learning [Mathematics for Machine Learning — Ulrike von Luxburg, 2020/21 - YouTube](https://www.youtube.com/playlist?list=PL05umP7R6ij1a6KdEy8PVE9zoCv6SlHRS)
Math courses [Math Full Courses - YouTube](https://www.youtube.com/playlist?list=PLgIi4lM74yW0ChmzTdT1w5ruCnqP0bv3J) [Mathematics - YouTube](https://www.youtube.com/playlist?list=PLWKjhJtqVAbl5SlE6aBHzUVZ1e6q1Wz0v)
Advanced Engineering Mathematics Course [Advanced Engineering Mathematics Course - YouTube](https://www.youtube.com/playlist?list=PLh8Ie62B7NQ6GhmSMMMaZ1T3DIkJdOwaq)
Green's functions [Green's functions: the genius way to solve DEs - YouTube](https://www.youtube.com/watch?v=ism2SfZgFJg)
Cemi theory brain EM field
[Johnjoe McFadden: Is Consciousness an Electromagnetic Information Field? The CEMI Field Theory - YouTube](https://youtube.com/watch?v=0kldDplYKac)
Analytic number theory, Riemann zeta function [Analytic Number Theory: Dirichlet series - Oxford Mathematics 4th Year Student Lecture - YouTube](https://m.youtube.com/watch?v=T7aqj1r7CsA&fbclid=IwZXh0bgNhZW0CMTEAAR0cS4vxkgqSjHZurLH9J4b18GRYo9rHIG65-C2UoEtuX05WLTycUfD4AHg_aem_ZmFrZWR1bW15MTZieXRlcw)
Statistics iceberg
https://x.com/miniapeur/status/1797296058181029993?t=36MahQdbqB4BIRlXIjK-CQ&s=19
Measure theory
Nonequilibrium thermodynamics
compsci overview [COMPUTER SCIENCE explained in 17 Minutes - YouTube](https://www.youtube.com/watch?v=CxGSnA-RTsA)
chemistry overview [GENERAL CHEMISTRY explained in 19 Minutes - YouTube](https://www.youtube.com/watch?v=5iTOphGnCtg)
physics overview [ALL OF PHYSICS explained in 14 Minutes - YouTube](https://www.youtube.com/watch?v=ZAqIoDhornk)
Yale fundamentals of physics [Fundamentals of Physics with Ramamurti Shankar - YouTube](https://www.youtube.com/playlist?list=PLFE3074A4CB751B2B) [Fundamentals of Physics II with Ramamurti Shankar - YouTube](https://www.youtube.com/playlist?list=PLD07B2225BB40E582)
MIT classical mechanics lewin [8.01x - MIT Physics I: Classical Mechanics - YouTube](https://www.youtube.com/playlist?list=PLyQSN7X0ro203puVhQsmCj9qhlFQ-As8e)
MIT electricity and magnetism [8.02x - MIT Physics II: Electricity and Magnetism - YouTube](https://www.youtube.com/playlist?list=PLyQSN7X0ro2314mKyUiOILaOC2hk6Pc3j)
MIT thermodynamics [MIT 3.020 Thermodynamics of Materials, Spring 2021 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP61g-yRbJz4ghFPJLiok1HxX)
MIT statistical mechanics [MIT 8.333 Statistical Mechanics I: Statistical Mechanics of Particles, Fall 2013 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP60gl3fdUTKRrt5t_GPx2sRg) [MIT 8.334 Statistical Mechanics II, Spring 2014 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP63HkEHvYaNJiO0UCUmY0Ts7)
MIT special relativity [MIT 8.20 Introduction to Special Relativity, January IAP 2021 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP61Zc3rR6wVM0kpsiyIq0fk8)
MIT general relativity [MIT 8.962 General Relativity, Spring 2020 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP629n_3fX7HmKKgin_rqGzbx)
MIT quantum physics [MIT 8.04 Quantum Physics I, Spring 2013 (2013) - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP61-9PEhRognw5vryrSEVLPr) [MIT 8.04 Quantum Physics I, Spring 2016 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP60cspQn3N9dYRPiyVWDd80G)
MIT relativistic quantum field theory [MIT 8.323 Relativistic Quantum Field Theory I, Spring 2023 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP61AV6bhf4mB3tCyWQrI_uU5)
MIT solid state physics [MIT 3.091 Intro to Solid State Physics - YouTube](https://www.youtube.com/playlist?list=PLcxQMvk7OdDN2B2M9tLwr9bnsjEIIxZLl)
MIT engineering dynamics [MIT 2.003SC Engineering Dynamics, Fall 2011 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP62esZEwffjMAsEMW_YArxYC)
MIT principles of chemical science [MIT 5.111 Principles of Chemical Science, Fall 2014 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP63LOmB3_O0xbgZVZibxj4rb)
MIT nuclear and particle physics [MIT 8.701 Introduction to Nuclear and Particle Physics, Fall 2020 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP60Do91PdN978llIsvjKW0au)
Yale electricity and magnetism [Yale Physics II Electricity & Magnetism - YouTube](https://www.youtube.com/playlist?list=PLr3m114zA5dHPK-ckNW_QvikiVgrLzqrW)
MIT brain [MIT 9.13 The Human Brain, Spring 2019 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP60IKRN_pFptIBxeiMc0MCJP)
MIT vibrations and waves [MIT 8.03SC Physics III: Vibrations and Waves, Fall 2016 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP61R5sPDPKVfcFlu95wSs2Kx)
MIT modern history of physics [MIT STS.042J Einstein, Oppenheimer, Feynman: Physics In The 20th Century, Fall 2020 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP63bAfjGas3TuA4ZCPUtN6Xf)
MIT atomic and orbital physics [MIT 8.421 Atomic and Optical Physics I, Spring 2014 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP62FPGcyFJkzhqq9c5cHCK32)
MIT calculus [MIT 18.01 Single Variable Calculus, Fall 2006 - YouTube](https://www.youtube.com/playlist?list=PL590CCC2BC5AF3BC1)
MIT vector calculus [MIT Vector Calculus - YouTube](https://www.youtube.com/playlist?list=PLYzxBBT5iehMCyHxKZOg9EMETK3nLBbfC)
MIT differential equations [MIT Learn Differential Equations - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP63oTpyxCMLKt_JmB0WtSZfG) [MIT 18.03 Differential Equations, Spring 2006 - YouTube](https://www.youtube.com/playlist?list=PLEC88901EBADDD980)
MIT optics [MIT 2.71 Optics, Spring 2009 - YouTube](https://www.youtube.com/playlist?list=PLEA084AC2DD3CEC09)
MIT mathematical methods in optics [Mathematical Methods in Physics 2020 - YouTube](https://www.youtube.com/playlist?list=PLDlWMHnDwyljd4tfGXbAft6fYCo0NksQw)
MIT fluid mechanics [MIT Fluid Mechanics - YouTube](https://www.youtube.com/playlist?list=PLfF--3o8i4r82vJ0kjCVYgqKgyVM5QwN0)
MIT cosmology [MIT Cosmology - YouTube](https://www.youtube.com/playlist?list=PL4BUyFYOFtUZIUtcSDo6vm4HPxS9aZmHC)
MIT string theory [MIT 8.821 String Theory and Holographic Duality, Fall 2014 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP633VWvZh23bP6dG80gW34SU)
MIT mathematical models for engineers [MIT 18.086 Mathematical Methods for Engineers II, Spring '06 - YouTube](https://www.youtube.com/playlist?list=PL3A13781649466805)
mines particle physics [Particle Physics 2020 - YouTube](https://www.youtube.com/playlist?list=PLDlWMHnDwyljrnVxoGoBkHclt3VEkP0Kf)
MIT nuclear engineering [MIT 22.01 Introduction to Nuclear Engineering and Ionizing Radiation, Fall 2016 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP61FVzAxBP09w2FMQgknTOqu)
Yale financial markets [Financial Markets (2011) with Robert Shiller - YouTube](https://www.youtube.com/playlist?list=PL8FB14A2200B87185)
Gravity [Central Lecture Course - YouTube](https://www.youtube.com/playlist?list=PLFeEvEPtX_0S6vxxiiNPrJbLu9aK1UVC_)
MIT computation structure and interpretation [MIT 6.001 Structure and Interpretation, 1986 - YouTube](https://www.youtube.com/playlist?list=PLE18841CABEA24090)
DeepMind x UCL reinforcement learning [DeepMind x UCL | Introduction to Reinforcement Learning 2015 - YouTube](https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ) [RL Course by David Silver - Lecture 1: Introduction to Reinforcement Learning - YouTube](https://www.youtube.com/watch?v=2pWv7GOvuf0)
EHT mathematics of machine learning [Mathematics of Machine Learning (Spring 2021) - YouTube](https://www.youtube.com/playlist?list=PLiud-28tsatL0MbfJFQQS7MYkrFrujCYp)
MIT circuits and electronics [Lec 1 | MIT 6.002 Circuits and Electronics, Spring 2007 - YouTube](https://www.youtube.com/watch?v=AfQxyVuLeCs)
Financial markets [Financial Markets (2011) with Robert Shiller - YouTube](https://www.youtube.com/playlist?list=PL8FB14A2200B87185)
Organic chemistry tutor physics [New Physics Video Playlist - YouTube](https://www.youtube.com/playlist?list=PL0o_zxa4K1BU6wPPLDsoTj1_wEf0LSNeR)
Geometrical anatomy of theoretical physics [Lectures on Geometrical Anatomy of Theoretical Physics - YouTube](https://www.youtube.com/playlist?list=PLPH7f_7ZlzxTi6kS4vCmv4ZKm9u8g5yic)
A Brief History of Biological and Artificial Intelligence with Max Bennett [A Brief History of Biological and Artificial Intelligence with Max Bennett - YouTube](https://www.youtube.com/watch?v=HTvaAvdUyBE)
Monte Carlo tree search
[Monte Carlo Tree Search - YouTube](https://youtube.com/playlist?list=PL_W9hg3Zoi8dIQMkb19tj-lYwAajhg5YJ&si=xoHDg-qr2bqeHK7a)
[Monte Carlo Tree Search p1 - YouTube](https://youtu.be/onBYsen2_eA?si=FuNGUNyVa0k_MEno)
The Map of Topological Quantum Computing - a NEW Kind of Quantum Computer [The Radical Map of Topological Quantum Computing - YouTube](https://www.youtube.com/watch?v=ihZXl33t8So)
NeuroAI [Catalyzing next-generation Artificial Intelligence through NeuroAI | Nature Communications](https://www.nature.com/articles/s41467-023-37180-x)
IIT Delhi AI [An Introduction to Artificial Intelligence - YouTube](https://www.youtube.com/playlist?list=PLp6ek2hDcoNB_YJCruBFjhF79f5ZHyBuz)
NPTEL IIT Guwahati AI [Fundamentals of Artificial Intelligence - YouTube](https://www.youtube.com/playlist?list=PLwdnzlV3ogoXaceHrrFVZCJKbm_laSHcH)
AI for robotics Udacity [Artificial Intelligence for Robotics - YouTube](https://www.youtube.com/playlist?list=PLAwxTw4SYaPkCSYXw6-a_aAoXVKLDwnHK)
Hebbian learning
[Hebbian Learning - (57 min) - YouTube](https://youtu.be/dMV7649c7xI?si=0JL83tyIX-eWSu8w) [How are memories stored in neural networks? | The Hopfield Network #SoME2 - YouTube](https://youtu.be/piF6D6CQxUw?si=lbSj3FI1qaH4Y94X)
[Hebbian Learning - YouTube](https://youtube.com/playlist?list=PL0FM467k5KSxl-bwqnel8M7vtIkycGaFl&si=AV4rojxhmWwfTBNR)
[Leopold Aschenbrenner - 2027 AGI, China/US Super-Intelligence Race, & The Return of History - YouTube](https://youtu.be/zdbVtZIn9IM?si=J7B89pA_GyAReSL7) Leopold Aschenbrenner
The Geometry of Concepts in LLMs
https://arxiv.org/abs/2406.01506
https://x.com/omarsar0/status/1798010546522103898
Towards Scalable Automated Alignment of LLMs
https://arxiv.org/abs/2406.01252
https://x.com/omarsar0/status/1798014572663583165
AI ML books
https://franknielsen.github.io/Books/CuratedBookLists.html
Representation theory
[Best Online Math Courses and Programs | edX](https://www.edx.org/learn/math)
[edX Courses | View all online courses on edX.org](https://www.edx.org/search?tab=course&q=Math)
[edX Courses | View all online courses on edX.org](https://www.edx.org/search?q=mathematics&tab=course)
[Best Online Algebra Courses and Programs | edX](https://www.edx.org/learn/algebra)
[Best Online Probability Courses and Programs | edX](https://www.edx.org/learn/probability)
[edX Courses | View all online courses on edX.org](https://www.edx.org/search?q=probability&tab=course)
[Best Online Statistics Courses and Programs | edX](https://www.edx.org/learn/statistics)
[Best Online Geometry Courses and Programs | edX](https://www.edx.org/learn/geometry)
[Best Online Calculus Courses and Programs | edX](https://www.edx.org/learn/calculus)
[edX Courses | View all online courses on edX.org](https://www.edx.org/search?q=linear+algebra&tab=course)
[Best Online Logic Courses and Programs | edX](https://www.edx.org/learn/logic)
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C elegans computational neuroscience
[Learning the dynamics of realistic models of C. elegans nervous system with recurrent neural networks | Scientific Reports](https://www.nature.com/articles/s41598-022-25421-w)
https://www.cell.com/cell/fulltext/S0092-8674(23)00850-4?_returnURL=https%3A%2F%2Flinkinghub.elsevier.com%2Fretrieve%2Fpii%2FS0092867423008504%3Fshowall%3Dtrue
Noncommutative geometry
terrence tao [What Makes for ‘Good’ Math? | Podcast: The Joy of Why - YouTube](https://www.youtube.com/watch?v=z-VFby8rWZE)
Mathematical neuroscience
[Mathematical Neuroscience - YouTube](https://youtube.com/playlist?list=PLnev50dI4t3B-yai2diRaZneSXEsY6Tb8&si=4N771_s3un-eFi3Y)
[Mathematical Neuroscience (Andrey Shilnikov) - YouTube](https://youtube.com/playlist?list=PLISEtDmihMo2nvKXSnDHoSaAr0VixFzee&si=gsFpmhKHhqvX3eU5)
[Math Refresher - Principles of Computational Neuroscience - YouTube](https://youtube.com/playlist?list=PL4ziDQ1W-M22rbHT8dfz4IDmAp3z4dBuq&si=vvzgllLBtT3zSEea)
[Mathematical Tools for Neuroscience - YouTube](https://youtube.com/playlist?list=PLhOZWeo463baxX56-Qnt3jiG6P76a4gis&si=MJx9spAzkJpP29ce)
[CEB 2022 - T1 - Workshop 2 - Mathematical Modeling and Statistical Analysis in Neuroscience - YouTube](https://youtube.com/playlist?list=PL9kd4mpdvWcCNyU5oILKHDRJBgawECfb5&si=pmSfURfBTp1pG3Zv)
[Mathematics of Neuroscience 2022 (Crete, Greece, 24th and 25th September) - YouTube](https://youtube.com/playlist?list=PLA59nMLAkDyh7skkOxC0JNM07eTbPlvAP&si=-yhLq2s5c8Xki_d1)
Summer school mathematics physics mathematical neuroscience
[SCIENTIFIC SCHOOL 2021: Mathematics, Theoretical Physics and Mathematical Methods of Data Analysis in Neuroscience - YouTube](https://youtube.com/playlist?list=PLy4ZRe_E7RtEOi6l8mYR2ZGTxm9JQpMfz&si=JQIQ6bNZq3eurxr8)
Mathematics of collective intelligence
[Workshop: Mathematics of Collective Intelligence - Feb. 15 - 19, 2022. - YouTube](https://youtube.com/playlist?list=PLHyI3Fbmv0SfY5Ft43_TbsslNDk93G6jJ&si=VfsYlheFywfIM87z)
Mathematics of intelligence
Topos theory
[The Life of Alexander Grothendieck & Topos Theory | Colin McLarty - YouTube](https://youtu.be/81sPQGIWEfM?si=mkQE05HevW5uQjAx)
[Category Theory - Toposes - YouTube](https://youtube.com/playlist?list=PL4FD0wu2mjWM3ZSxXBj4LRNsNKWZYaT7k&si=dZofsbHDBe8YHwEs)
[Topos Theory - YouTube](https://youtube.com/playlist?list=PLR6S6vLGnUbwLA1LiN5ctwXYQwyTXH0pg&si=Hk7h0SDfv0PDk68u)
[Topos theory - YouTube](https://youtube.com/playlist?list=PLmB9zOCKwySFOYg7x7ksVC1hbsVbc5UsB&si=nzoOip-j964wrXK5)
[Toposes online - YouTube](https://youtube.com/playlist?list=PLx5f8IelFRgGuSn4L90j3taAGSzyfw-U1&si=oIV3eIntM90M-Zu9)
[HoTT and Topos Theory - YouTube](https://youtube.com/playlist?list=PLQnDBYyIgersqsu7EnVMSJzELlO37oEhd&si=rQYHHdOJMQAgMFxz)
[Topos Theory - YouTube](https://youtube.com/playlist?list=PLKT6JdxOilL0KRNSQzovvBhI6dxPwpNcz&si=yG-zZMZpmRjZj4hq)
Category theory
[Category Theory For Beginners - YouTube](https://youtube.com/playlist?list=PLCTMeyjMKRkoS699U0OJ3ymr3r01sI08l&si=yS90gXgvjL34iZRA)
Black Scholes equation
Material science
FreeCodeCamp machine learning [Machine Learning - YouTube](https://www.youtube.com/playlist?list=PLWKjhJtqVAblStefaz_YOVpDWqcRScc2s) https://www.youtube.com/results?search_query=freecodecamp+llms [Deep Learning with PyTorch Course - December 2020 - YouTube](https://www.youtube.com/playlist?list=PLWKjhJtqVAbm5dir5TLEy2aZQMG7cHEZp) [Data Analysis with Python Course - YouTube](https://www.youtube.com/playlist?list=PLWKjhJtqVAblvI1i46ScbKV2jH1gdL7VQ) [Deep Learning with PyTorch Live Course - YouTube](https://www.youtube.com/playlist?list=PLWKjhJtqVAbm3T2Eq1_KgloC7ogdXxdRa) [Mathematics - YouTube](https://www.youtube.com/playlist?list=PLWKjhJtqVAbl5SlE6aBHzUVZ1e6q1Wz0v)
Abductive learning
[Abductive Learning - YouTube](https://www.youtube.com/watch?v=-kFma-yFD6k)
Neurosymbolics [Neuro Symbolic - YouTube](https://www.youtube.com/@neurosymbolic/playlists)
MIT differential equations [MIT Learn Differential Equations - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP63oTpyxCMLKt_JmB0WtSZfG)
MIT gilbert strang matrix mehods in data science [MIT 18.065 Matrix Methods in Data Analysis, Signal Processing, and Machine Learning, Spring 2018 - YouTube](https://www.youtube.com/playlist?list=PLUl4u3cNGP63oMNUHXqIUcrkS2PivhN3k)
Essence of language modelling [Language Modeling - YouTube](https://www.youtube.com/playlist?list=PLyPKqVSnetmELS_I3FRfXZRKAxV5HB9fc)
History of AI learning language [ChatGPT: 30 Year History | How AI Learned to Talk - YouTube](https://www.youtube.com/watch?v=OFS90-FX6pg)
AI Reading List (by Ilya Sutskever) [AI Reading List (by Ilya Sutskever) - Part 1 - YouTube](https://www.youtube.com/watch?v=GU2K0kiHE1Q)
Eliezer Yudkowsky + Scott Aaronson + Liv Boeree + Joscha Bach [AI and the end of Humanity | Eliezer Yudkowsky, Scott Aaronson, Liv Boeree, Joscha Bach](https://iai.tv/video/ai-and-the-end-of-humanity?_auid=2020)
Cornell chaos theory [Nonlinear Dynamics and Chaos - Steven Strogatz, Cornell University - YouTube](https://www.youtube.com/playlist?list=PLbN57C5Zdl6j_qJA-pARJnKsmROzPnO9V) [Chaos Theory - Strogatz Lecture Series - YouTube](https://www.youtube.com/playlist?list=PLLrKdjlmsOGjfqbsqNgRqzjqsbykt6SaD)
Nonlinear control systems [Nonlinear Control Systems (EE 565) - YouTube](https://www.youtube.com/playlist?list=PLHEIL5MR2cEGitc2_Q2iEN2-vD6vjZAkg)
Statistical mechanics of deep learning [Statistical Mechanics of Deep Learning ▸ Haim Sompolinsky (Hebrew Univ.) - YouTube](https://www.youtube.com/watch?v=y5sT7TlIQGk)
Emergence
[This New Idea Could Explain Complexity - YouTube](https://youtu.be/Tw9sr05Vtso?si=Wq7QrXRDh4RDyruG)
https://arxiv.org/abs/2402.09090
An approach to non-equilibrium statistical physics using variational Bayesian inference
https://arxiv.org/abs/2406.11630
https://x.com/mjdramstead/status/1803180987138101493
https://www.reddit.com/r/learnmachinelearning/comments/1di6goq/rigorous_practical_ml_courses/
[Preface — Dive into Deep Learning 1.0.3 documentation](https://www.d2l.ai/chapter_preface/index.html)
https://www.deeplearningbook.org/contents/mlp.html