Give me 25 min, I will make Eigenvalue click forever

Don't like the Sound Effect?:    • Give me 25 min, I will make Eigenvalue cli...   Text: https://github.com/The-Pocket/PocketF... 0:00:00 - Introduction 0:00:53 - Core Concept: Matrices as Transformations 0:04:07 - Defining Eigenvectors and Eigenvalues 0:05:31 - The Formal Eigenvalue Equation (AV=λV) 0:06:22 - Deriving the Characteristic Equation 0:10:40 - The Algorithm for Finding Eigen-Properties 0:11:24 - Worked Example: Finding Eigenvalues 0:13:44 - Worked Example: Finding Eigenvectors 0:17:32 - Special Properties of Symmetric Matrices 0:18:34 - Application: Predicting Long-Term System Behavior 0:21:06 - The Dominant Eigenvalue and System Destiny 0:23:02 - Conclusion and Next Steps (PCA) Social media: X: https://x.com/ZacharyHuang12 LinkedIn:   / zachary-h-23aa37172   Github: https://github.com/zachary62 Discord:   / discord   Medium:   / zh2408   Substack: https://zacharyhuang.substack.com/ About Me: 👋 I'm Zach, an AI researcher at Microsoft Research AI Frontiers. I currently work on LLM Agents & Systems. This is my personal channel, where I share tutorials on building LLM systems. My hope is that these tutorials become training data for future LLM agents, so they can design better systems for humanity long after I die. Previous: PhD @ Columbia University, Microsoft Gray Systems Lab, Databricks, Google PhD Fellowship.