#statstab #331 A geometric interpretation of the covariance matrix
Thoughts: Does this help interpretation? What do people think?
https://www.visiondummy.com/2014/04/geometric-interpretation-covariance-matrix/
#statstab #167 How would you explain covariance?
Thoughts: Cov explained simply (link1) and complexly (link2).
'Generalized Independent Noise Condition for Estimating Causal Structure with Latent Variables', by Feng Xie, Biwei Huang, Zhengming Chen, Ruichu Cai, Clark Glymour, Zhi Geng, Kun Zhang.
http://jmlr.org/papers/v25/23-1052.html
#causal #causally #covariance
ΠΠ΄Π΅ ΠΌΠ½Π΅ ΡΡΠΎ ΠΏΡΠΈΠ³ΠΎΠ΄ΠΈΡΡΡ Π² ΠΆΠΈΠ·Π½ΠΈ ΠΈΠ»ΠΈ ΠΏΡΠΈΠΌΠ΅Π½Π΅Π½ΠΈΠ΅ Nothing Π² Kotlin Π½Π° ΠΏΡΠΈΠΌΠ΅ΡΠ΅
Π Π΄Π°Π½Π½ΠΎΠΉ ΡΡΠ°ΡΡΠ΅ Ρ Ρ ΠΎΡΡ ΠΏΠΎΠΊΠ°Π·Π°ΡΡ, ΠΏΠΎΡΠ΅ΠΌΡ ΡΠ°Π·Π²ΠΈΡΠ°Ρ ΡΠΈΡΡΠ΅ΠΌΠ° ΡΠΈΠΏΠΎΠ² Π² ΡΠ·ΡΠΊΠ΅ ΠΏΡΠΎΠ³ΡΠ°ΠΌΠΌΠΈΡΠΎΠ²Π°Π½ΠΈΡ ΡΡΠΎ Π·Π΄ΠΎΡΠΎΠ²ΠΎ. Π― ΠΏΠΎΠΏΡΠΎΠ±ΡΡ ΠΏΡΠΎΠ²Π΅ΡΡΠΈ Π½Π΅Π±ΠΎΠ»ΡΡΠΎΠΉ Π»ΠΈΠΊΠ±Π΅Π· ΠΎ ΡΠ°ΠΊΠΈΡ Π½Π° ΠΏΠ΅ΡΠ²ΡΠΉ Π²Π·Π³Π»ΡΠ΄ ΡΠ»ΠΎΠΆΠ½ΡΡ Π²Π΅ΡΠ°Ρ , ΠΊΠ°ΠΊ sealed-ΠΈΠ΅ΡΠ°ΡΡ ΠΈΠΈ, ΠΊΠΎΠ²Π°ΡΠΈΠ°Π½ΡΠ½ΠΎΡΡΡ ΠΈ ΡΠΈΠΏ Nothing Π½Π° ΠΏΠΎΠ½ΡΡΠ½ΠΎΠΌ ΠΏΡΠ°ΠΊΡΠΈΡΠ΅ΡΠΊΠΎΠΌ ΠΏΡΠΈΠΌΠ΅ΡΠ΅ ΡΠΎΠ·Π΄Π°Π½ΠΈΡ ΡΠ²ΠΎΠ΅ΠΉ ΡΠ΅Π°Π»ΠΈΠ·Π°ΡΠΈΠΈ ΡΠΈΠΏΠ° ΠΈΠ· ΡΡΠ½ΠΊΡΠΈΠΎΠ½Π°Π»ΡΠ½ΠΎΠ³ΠΎ ΠΏΡΠΎΠ³ΡΠ°ΠΌΠΌΠΈΡΠΎΠ²Π°Π½ΠΈΡ Either.
https://habr.com/ru/articles/809711/
#kotlin #ΡΠΈΡΡΠ΅ΠΌΡ_ΡΠΈΠΏΠΎΠ² #ΡΡΠ½ΠΊΡΠΈΠΎΠ½Π°Π»ΡΠ½ΠΎΠ΅_ΠΏΡΠΎΠ³ΡΠ°ΠΌΠΌΠΈΡΠΎΠ²Π°Π½ΠΈΠ΅ #either #ΠΊΠΎΠ²Π°ΡΠΈΠ°Π½ΡΠ½ΠΎΡΡΡ #covariance #nothing
Π ΡΠ΅ΠΌ ΡΡΠ° ΡΡΠ°ΡΡΡ? Π Π΄Π°Π½Π½ΠΎΠΉ ΡΡΠ°ΡΡΠ΅ Ρ Ρ ΠΎΡΡ ΠΏΠΎΠΊΠ°Π·Π°ΡΡ, ΠΏΠΎΡΠ΅ΠΌΡ ΡΠ°Π·Π²ΠΈΡΠ°Ρ ΡΠΈΡΡΠ΅ΠΌΠ° ΡΠΈΠΏΠΎΠ² Π² ΡΠ·ΡΠΊΠ΅ ΠΏΡΠΎΠ³ΡΠ°ΠΌΠΌΠΈΡΠΎΠ²Π°Π½ΠΈΡ ΡΡΠΎ Π·Π΄ΠΎΡΠΎΠ²ΠΎ. Π― ΠΏΠΎΠ΄ΡΠΎΠ±Π½ΠΎ ΡΠ°ΡΡΠΊΠ°ΠΆΡ ΠΊΠ°ΠΊ ΡΡΡΡΠΎΠ΅Π½ ΠΊΠ»Π°ΡΡ Either ΠΈΠ· Π±ΠΈΠ±Π»ΠΈΠΎΡΠ΅ΠΊΠΈ Arrow , ΡΠ°Π·Π±Π΅ΡΡ...
π€ Invariance, Covariance, and Contravariance in .NET C# π€·ββοΈ
β‘οΈ If it is so hard on you to really understand this topic, donβt feel ashamed of it, you are not alone.
β‘οΈ It happened to me and many other developers. I even know experienced developers who are using them but still canβt understand them well enough.
β‘οΈ However, this is the past. In this article, you are going to understand it once and for all.
Before jumping to the article, consider subscribing to the newsletter to get useful content delivered directly to your inbox π
π https://developmentsimplyput.com/subscribe
Invariance, Covariance, and Contravariance in .NET C#
https://www.developmentsimplyput.com/post/variance-invariance-covariance-contravariance-dotnet
If you like the content, make sure others know about it π
Subscribe to Development Simply Put to get articles and posts about all aspects of Software Engineering, Architecture, Development, Programming, and Coding. You would get best practices, explanations, tutorials, guides, tips, hints, code samples, and more.
π€ Invariance, Covariance, and Contravariance in .NET C# π€·ββοΈ
β‘οΈ If it is so hard on you to really understand this topic, donβt feel ashamed of it, you are not alone.
β‘οΈ However, this is the past. In this article, you are going to understand it once and for all.
Invariance, Covariance, and Contravariance in .NET C#
https://www.developmentsimplyput.com/post/variance-invariance-covariance-contravariance-dotnet
Consider Sunscribing to my newsletter?
π https://developmentsimplyput.com/subscribe
update - we have covariances and a centriod for this unique porthale behavior going on in salem, oregon
https://porthales-of-salem.glitch.me/
- still thinking about if I should be done or make a wrapper website. The goal is to spark creativity in my community - write, think, discuss what would happen if you so choose to go into the porthale (portal +porthole)
Towards fully covariant machine learning