## I. Courses
**Ongoing**
* [NTU: Machine Learning Techniques](https://www.coursera.org/learn/machine-learning-techniques)
* [NTU: The Idea of a University](https://www.coursera.org/learn/idea-of-a-university)
**Completed:**
* [MIT: 8.01 Physics I: Classical Mechanics](https://www.youtube.com/playlist?list=PLyQSN7X0ro203puVhQsmCj9qhlFQ-As8e)
* [MIT: 8.02 Physics II: Electricity and Magnetism](https://www.youtube.com/playlist?list=PLyQSN7X0ro2314mKyUiOILaOC2hk6Pc3j)
* [MIT: 5.111 Principles of Chemical Science](https://www.youtube.com/playlist?list=PLUl4u3cNGP63LOmB3_O0xbgZVZibxj4rb)
* [MIT: 6.004 Computation Structures](https://www.youtube.com/playlist?list=PLDSlqjcPpoL64CJdF0Qee5oWqGS6we_Yu)
* [MIT: RES.6.007 Signals and Systems](https://www.youtube.com/playlist?list=PL41692B571DD0AF9B)
* [MITx 6.431x Probability - The Science of Uncertainty and Data](https://www.edx.org/learn/probability/massachusetts-institute-of-technology-probability-the-science-of-uncertainty-and-data)
* [Stanford: Convex Optimization I](https://www.youtube.com/playlist?list=PL3940DD956CDF0622)
* [ICTP: Differential Geometry](https://www.youtube.com/playlist?list=PLLq_gUfXAnkl5JArcktbOrIUeR5rra-Gz)
* [UW: Control Bootcamp](https://www.youtube.com/playlist?list=PLMrJAkhIeNNR20Mz-VpzgfQs5zrYi085m)
* [NTU: Machine Learning Foundations - Mathematical Foundations](https://www.coursera.org/learn/ntumlone-mathematicalfoundations)
* [NTU: Machine Learning Foundations - Algorithmic Foundations](https://www.coursera.org/learn/ntumlone-algorithmicfoundations)
* [NTU: History of Western Philosophy](https://www.youtube.com/playlist?list=PLfS0WrMWEu_7Tl1dzP6D8m-RujAqLnQ8c)
* [NTU: History of Japanese Culture](http://ocw.aca.ntu.edu.tw/ntu-ocw/ocw/cou/102S105)
* [NYCU: Numerical Optimization with Applications](https://www.youtube.com/playlist?list=PLbWe7cQA0ts8511K8Ni4y2wy0OhfCtw_C)
* [NYCU: Large Sparse Matrix Computations](https://www.youtube.com/playlist?list=PLbWe7cQA0ts_7qCp_7GlCmQZA5jk27lQ_)
* [NYCU: Computational Conformal Geometry](https://www.youtube.com/playlist?list=PLbWe7cQA0ts-kW5QdPzx0FjMkGx8DZewv)
* [NYCU: Nonlinear Control System](https://www.youtube.com/playlist?list=PLj6E8qlqmkFvvcdMnd3s5IpmipuXtIO_T)
* [Introduction to Digital Design](https://www.youtube.com/playlist?list=PLcMkG40Rhzz7qJ89UXDh4SqFEB6S14Ash)
* [eigenchris: Tensors for Beginners](https://www.youtube.com/playlist?list=PLJHszsWbB6hrkmmq57lX8BV-o-YIOFsiG)
**Planned:**
* [GT: Computer Vision](https://omscs.gatech.edu/cs-6476-computer-vision)
* [Stanford: Linear Dynamical Systems](https://www.youtube.com/playlist?list=PL06960BA52D0DB32B)
* [MIT: 6.801 Machine Vision](https://www.youtube.com/playlist?list=PLUl4u3cNGP63pfpS1gV5P9tDxxL_e4W8O)
* [MIT: 8.03 Physics III: Vibrations and Waves](https://www.youtube.com/playlist?list=PLyQSN7X0ro22WeXM2QCKJm2NP_xHpGV89)
* [MIT: 18.01 Single Variable Calculus](https://www.youtube.com/playlist?list=PL590CCC2BC5AF3BC1)
* [MIT: 18.02 Multivariable Calculus](https://www.youtube.com/playlist?list=PL4C4C8A7D06566F38)
* [MIT: 18.03 Differential Equations](https://www.youtube.com/playlist?list=PLEC88901EBADDD980)
* [MIT: 18.06SC Linear Algebra](https://openlearninglibrary.mit.edu/courses/course-v1:OCW+18.06SC+2T2019/about)
* [MIT: 2.003SC Engineering Dynamics](https://www.youtube.com/playlist?list=PLUl4u3cNGP62esZEwffjMAsEMW_YArxYC)
* [MIT: 10.34 Numerical Methods Applied to Chemical Engineering](https://www.youtube.com/playlist?list=PLUl4u3cNGP6152YvEOa6i6L3axPx0IkIO)
* [UNSW Sydney: Differential Geometry](https://www.youtube.com/playlist?list=PLIljB45xT85DWUiFYYGqJVtfnkUFWkKtP)
* [NTNU: Differential Geometry](https://www.youtube.com/playlist?list=PL0kyR2Gxfvqiplr038fQZQakEby4OvdN1)
* [eigenchris: Tensor Calculus](https://www.youtube.com/playlist?list=PLJHszsWbB6hpk5h8lSfBkVrpjsqvUGTCx)
**Edx:**
* [EPFLx: Optimization: principles and algorithms - Linear optimization](https://learning.edx.org/course/course-v1:EPFLx+optimizationX-1+3T2020/home)
* [EPFLx: Optimization: principles and algorithms - Network and discrete optimization](https://www.edx.org/learn/math/ecole-polytechnique-federale-de-lausanne-optimization-principles-and-algorithms-network-and-discrete-optimization)
* [EPFLx: Optimization: principles and algorithms - Unconstrained nonlinear optimization](https://www.edx.org/learn/algorithms/ecole-polytechnique-federale-de-lausanne-optimization-principles-and-algorithms-unconstrained-nonlinear-optimization)
* [EPFLx: Introduction to optimization on smooth manifolds: first order methods](https://www.edx.org/learn/math/ecole-polytechnique-federale-de-lausanne-optimization-principles-and-algorithms-network-and-discrete-optimization)
* [MITx 18.6501x Fundamentals of Statistics
](https://www.edx.org/learn/statistics/massachusetts-institute-of-technology-fundamentals-of-statistics)
* [MITx: 6.002.1x Circuits and Electronics 1: Basic Circuit Analysis](https://www.edx.org/learn/circuits/massachusetts-institute-of-technology-circuits-and-electronics-1-basic-circuit-analysis)
* [MITx: 6.002.2x Circuits and Electronics 2: Amplification, Speed, and Delay](https://www.edx.org/learn/circuits/massachusetts-institute-of-technology-circuits-and-electronics-2-amplification-speed-and-delay)
* [MITx: 6.002.3x Circuits and Electronics 3: Applications](https://www.edx.org/learn/electronics/massachusetts-institute-of-technology-circuits-and-electronics-3-applications-2)
* [HKUST: Numerical Methods for Engineers](https://www.coursera.org/learn/numerical-methods-engineers?fbclid=IwAR1pyjsLwwwdRyZgRKSQgo_XI8SPIQPZ2FY_zLYBTwQtKvlM-psIOCcgxPw_aem_ASPj2ng_YgA51Jd-EhGvbsq2NYH7OM3xiLelxnyViKZPxD1c4Zs0i-rXUmpSYq5XeZcxBf9o6s1tx4rrA2kVUdCz)
* [GeorgetownX: Mathematical and Computational Methods](https://www.edx.org/learn/math/georgetown-university-mathematical-and-computational-methods?utm_source=lms_catalog_service_user&utm_medium=affiliate_partner)
* [LinuxFoundationX: Building a RISC-V CPU Core](https://www.edx.org/learn/design/the-linux-foundation-building-a-risc-v-cpu-core?webview=false&campaign=Building+a+RISC-V+CPU+Core&source=edx&product_category=course&placement_url=https%3A%2F%2Fwww.edx.org%2Fschool%2Flinuxfoundationx)
---
## II. Useful Videos
**Mathmetics:**
* [Manifolds - Robert Davie](https://www.youtube.com/watch?v=w1FaAu0SL-w)
* [Riemannian manifolds, kernels and learning](https://www.youtube.com/watch?v=MtZV82LCNHc)
* [e to the pi i for dummies](https://www.youtube.com/watch?v=-dhHrg-KbJ0)
**Numerical Algorithms:**
* [Introduction to Algorithms and Convergence
](https://www.youtube.com/watch?v=ogzYOgEBg2k&list=LL&index=76&t=847s)
* [Interior Point Method for Optimization
](https://www.youtube.com/watch?v=zm4mfr-QT1E)
* [Fixed Point Iteration](https://www.youtube.com/watch?v=OLqdJMjzib8)
* [Least squares approximation (Khan academy)](https://www.khanacademy.org/math/linear-algebra/alternate-bases/orthogonal-projections/v/linear-algebra-least-squares-approximation?fbclid=IwAR1z3DOZbIVbWOEoErQP6T3kvwkeoCPyYwvScudC8IcdbBN4IIyELTEotjg)
* [Least squares line (Youtube)](https://www.youtube.com/watch?v=1pawL_5QYxE)
**Deep learning:**
* [Neural Network Architectures & Deep Learning
](https://www.youtube.com/watch?v=oJNHXPs0XDk)
* [Reinforcement learning](https://www.youtube.com/playlist?list=PLMrJAkhIeNNQe1JXNvaFvURxGY4gE9k74)
* [Deep Learning to Discover Coordinates for Dynamics: Autoencoders & Physics Informed Machine Learning
](https://www.youtube.com/watch?v=KmQkDgu-Qp0)
* [23. Accelerating Gradient Descent (Use Momentum)](https://www.youtube.com/watch?v=wrEcHhoJxjM)
* [33. Neural Nets and the Learning Function](https://www.youtube.com/watch?v=L3-WFKCW-tY&list=PLUl4u3cNGP63oMNUHXqIUcrkS2PivhN3k&index=34)
* [Who's Adam and What's He Optimizing? | Deep Dive into Optimizers for Machine Learning!](https://www.youtube.com/watch?v=MD2fYip6QsQ)
**Robotics:**
* [Michel van Biezen: The Kalman Filter](https://www.youtube.com/playlist?list=PLX2gX-ftPVXU3oUFNATxGXY90AULiqnWT)
* [Michel van Biezen: GPS](https://www.youtube.com/playlist?list=PLX2gX-ftPVXXGdn_8m2HCIJS7CfKMCwol)
* [[Tutorial] Optimization, Optimal Control, Trajectory Optimization, and Splines](https://www.youtube.com/watch?v=j82Ia436DYY)
**Control**
* [Model Predictive Control from Scratch: Derivation and Python Implementation-Optimal Control Tutorial](https://www.youtube.com/watch?v=8BHMsKXlRq0)
**Blockchain and Cryptocurrency**
* [Blockchain In 7 Minutes](https://www.youtube.com/watch?v=yubzJw0uiE4)
* [But how does bitcoin actually work?](https://www.youtube.com/watch?v=bBC-nXj3Ng4)
**Text:**
* [Advanced Linear Algebra: Foundations to Frontiers](https://www.cs.utexas.edu/users/flame/laff/alaff/chapter01-conditioning-of-a-matrix.html)
* [Speech and Language Processing (3rd ed. draft)](https://web.stanford.edu/~jurafsky/slp3/)
---
## III. Talks
**Autonomous Driving:**
* [Amnon Shashua CVPR 2016 keynote: Autonomous Driving, Computer Vision and Machine Learning](https://www.youtube.com/watch?v=n8T7A3wqH3Q&t=2727s)
**Robotics:**
* [Boston Dynamics | Marc Raibert's talk@ICRA2023
](https://www.bilibili.com/video/BV1jk4y1s7aH/?fbclid=IwAR1jGxd_IBgcnKioqEETXPJoQvx0xRsPMwicR-EgF5iA58_L7KWSYCCC3lU)
**PX4 Developer Summit**
* [MAVLink on Modern Network Topologies - Thomas Debrunner, Auterion](https://www.youtube.com/watch?v=LXwdKToRvrk)
**Control:**
* [Benjamin Recht: Optimization Perspectives on Learning to Control (ICML 2018 tutorial)
](https://www.youtube.com/watch?v=nF2-39a29Pw)
**Deep Learning:**
* [Sanjeev Arora: Toward Theoretical Understanding of Deep Learning (ICML 2018 tutorial)](https://www.youtube.com/watch?v=rcR6P5O8CpU)
---
## IV. Linux Kernel
**Real-time Linux:**
* [Introduction to Realtime Linux
](https://www.youtube.com/watch?v=BKkX9WASfpI)
* [Real Time is Coming to Linux; What Does that Mean to You? - Steven Rostedt, VMware
](https://www.youtube.com/watch?v=BxJm-Ujipcg&t=2070s)
**Embedded Linux:**
* [Embedded Linux from Scratch in 45 minutes, on RISC-V
](https://www.youtube.com/watch?v=cIkTh3Xp3dA)
* [A tour of the ARM architecture and its Linux support
](https://www.youtube.com/watch?v=NNol7fRGo2E&t=2375s)
**Device Tree:**
* [Porting Linux to your favorite obscure Arm SoC](https://www.youtube.com/watch?v=Ep5Mbz0mQQQ&list=LL&index=17&t=669s)
* [Tutorial: Device Tree (DTS), Linux Board Bring-up and Kernel Version Changing
](https://www.youtube.com/watch?v=N6IW7JJQASc&t=4754s)
* [Device Tree for Dummies! - Thomas Petazzoni, Free Electrons
](https://www.youtube.com/watch?v=m_NyYEBxfn8&list=LL&index=21&t=2s)
**Linux Internals:**
* [Introduction to Memory Management in Linux
](https://www.youtube.com/watch?v=7aONIVSXiJ8&t=408s)
---
## V. 哲學觀點
**關於生存與立足於當代社會的思考**
* [世界是一個龐氏騙局？你不富，是因為你不夠虛偽！
](https://www.youtube.com/watch?v=kye_CWKpgwI)
* [給未來孩子的信：不要圍觀他人的生活](https://www.youtube.com/watch?v=qa-5tMdU98c&t=341s)
* [福利特供 高考後的“分層之戰”和“人生破圈算法”](https://www.youtube.com/watch?v=aahy49Wipro)
* [年輕人究竟需要多少知識才夠應付這個油膩世界？| 湯質看本質](https://www.youtube.com/watch?v=wwnFU1YXebs&list=LL&index=464&t=176s)
* [畢業後，回到自己的階層：階級、自我、與（菁英）職場](https://www.youtube.com/watch?v=zNTVSsFJROQ)
* [中產階級怎麼教育出菁英孩子](https://www.youtube.com/watch?v=KLPYNKHZK5w)
* [「高薪但不喜歡」和「喜歡但低薪」該怎麼選？思考兩個問題，幫你做出不後悔的選擇](https://www.youtube.com/watch?v=v30iKK1eHUQ)
* [如果你也是不會說話的人那就點進來吧！ | 超硬核溝通符號學 | 湯質看本質](https://www.youtube.com/watch?v=AvWD-Sf-nC8&list=LL&index=611&t=1239s)
* [【深聊】為什麼不存在"向上社交"? 分享幾個我的故事](https://www.youtube.com/watch?v=zUcU-B-bfrg)
* [李琳山教授 信號與人生 (2023)](https://www.youtube.com/watch?v=MxoQV4M0jY8)
**國際政治**
* [戰事已起，遠方不只是遠方──烏俄戰爭時空全視角，第一講〈烏俄興戰的絕對與必然歷史關係〉](https://www.youtube.com/watch?v=gRxZzVyP0xc)
**古典哲學**
* [CH12. 盧梭論文明與人類不平等的起源 / 陳嘉銘老師](https://www.youtube.com/watch?v=x_DrDjqeDPQ&t=2499s)
* [人類不平等的起源是什麼？盧梭是怎樣看待“私有制”的？丨硬核經濟學科普丨經濟研究室](https://www.youtube.com/watch?v=qsJ5eCe6x-8&list=LL&index=437&t=68s)
* [他人即地獄- 你的世界觀從何而來? 薩特究竟啥意思？](https://www.youtube.com/watch?v=CWwfp8cEukk&list=LL&index=98&t=5s)
* [“他人即地獄”如果你在意他人的看法，你就進入了地獄](https://www.youtube.com/watch?v=_NB2Dr9exfI&list=LL&index=222)
* [【他心問題6】薩特：愛情就是互相奴役，他人即地獄！愛情關係註定要失敗](https://www.youtube.com/watch?v=OqQxbSBr80k&list=LL&index=223&t=57s)
* [知道的越多，越不幸福？無知是福嗎？](https://www.youtube.com/watch?v=0ua7vuXg8BY)
**存在哲學**
* [這個世界是計算機模擬出來的嗎？](https://www.youtube.com/watch?v=v45po1lU6YE&list=LL&index=473)
---
## VI. 投資
* [你必須知道的ETF交易原理: ETF的價格是如何決定的?](https://www.youtube.com/watch?v=WrlRlfTf-nk)
* [大實話: 財富自由不能靠股票，還得“擁有生意"](https://www.youtube.com/watch?v=bCrYXDi-br0)
* [想致富，9月內學會新技能比讀哪個科系重要](https://www.youtube.com/watch?v=MMOvpkjOfzg)
---
## VII. 科普
* [【計算機博物志】戰爭密碼（上集）如何復刻一台恩格瑪機](https://www.youtube.com/watch?v=pWwyb64az9M&list=LL&index=20)
* [如何理解信息熵](https://www.youtube.com/watch?v=s7o-UpsZcw8&list=LL&index=24)
* [量子電腦會摧毀比特幣嗎？](https://www.youtube.com/watch?v=epGTAQW3po0)
---
## VIII. 未歸類
* [大模型解決不了英偉達的難題，AI新典範必將出現：專訪安克創新CEO陽萌](https://www.youtube.com/watch?v=kMBjzxKYWw4)
* [【數學雜談】史丹佛數學博導對學生的建議](https://www.bilibili.com/video/BV1fN4y1i76Q/?buvid=Y64DB26D5A2AFFA946B7AF8C0EDF4153F543&is_story_h5=false&mid=OyIIB3rNokIedcv3a2sPs38FTQ%2FSZMtL1rElX6M3iMo%3D&p=1&plat_id=116&share_from=ugc&share_medium=iphone&share_plat=ios&share_source=COPY&share_tag=s_i×tamp=1715406213&unique_k=QKQb92v&up_id=180947374)
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