โข Ingrรฉdient
Couches d'IA
Luรญs Rodrigues
2026
โข Ingrรฉdient
Couches d'IA
Couches d'IA
Contenus complรฉmentaires (textes, images, liens, vidรฉos, ...)
AI isnโt magic.
Itโs a stack.
๐ญ. ๐๐น๐ฎ๐๐๐ถ๐ฐ๐ฎ๐น ๐๐
Pure logic. โIf this, then thatโ.
Symbolic AI and Expert Systems that follow rigid rules to make decisions.
It doesn't learn, it just follows the rules.
๐ฎ. ๐ ๐ฎ๐ฐ๐ต๐ถ๐ป๐ฒ ๐๐ฒ๐ฎ๐ฟ๐ป๐ถ๐ป๐ด
We stopped writing rules and started using math.
Algorithms analyse data to find patterns.
They classify, predict, and optimise based on history, not hard-coded instructions.
๐ฏ. ๐ก๐ฒ๐๐ฟ๐ฎ๐น ๐ก๐ฒ๐๐๐ผ๐ฟ๐ธ๐
Copying biology.
We built systems inspired by the human brain with nodes and connections.
This layer allowed computers to begin processing complex, messy inputs like signals and raw pixel data.
๐ฐ. ๐๐ฒ๐ฒ๐ฝ ๐๐ฒ๐ฎ๐ฟ๐ป๐ถ๐ป๐ด
Neural networks got massive.
Transformers and LSTMs live here.
This is the engine room that made computer vision and natural language processing actually work.
๐ฑ. ๐๐ฒ๐ป๐ฒ๐ฟ๐ฎ๐๐ถ๐๐ฒ ๐๐
The shift from analysis to creation.
These models donโt just classify a cat, they can draw one.
They write code, draft emails, and compose music.
This is the layer that woke up the general public.
๐ฒ. ๐๐ด๐ฒ๐ป๐๐ถ๐ฐ ๐๐
The frontier. Generative AI chats. Agentic AI acts.
These systems possess memory, planning capabilities, and tool use.
They move beyond passive output to autonomous execution.
They do the work for you
๐ง๐ต๐ฒ ๐๐ผ๐๐๐ผ๐บ ๐๐ถ๐ป๐ฒ:
You cannot understand the penthouse if you ignore the foundation.
We are currently transitioning from the ๐๐ฒ๐ป๐ฒ๐ฟ๐ฎ๐๐ถ๐๐ฒ era to the ๐๐ด๐ฒ๐ป๐๐ถ๐ฐ era.
The models are no longer just dreamers.
They're becoming employees.
Itโs a stack.
๐ญ. ๐๐น๐ฎ๐๐๐ถ๐ฐ๐ฎ๐น ๐๐
Pure logic. โIf this, then thatโ.
Symbolic AI and Expert Systems that follow rigid rules to make decisions.
It doesn't learn, it just follows the rules.
๐ฎ. ๐ ๐ฎ๐ฐ๐ต๐ถ๐ป๐ฒ ๐๐ฒ๐ฎ๐ฟ๐ป๐ถ๐ป๐ด
We stopped writing rules and started using math.
Algorithms analyse data to find patterns.
They classify, predict, and optimise based on history, not hard-coded instructions.
๐ฏ. ๐ก๐ฒ๐๐ฟ๐ฎ๐น ๐ก๐ฒ๐๐๐ผ๐ฟ๐ธ๐
Copying biology.
We built systems inspired by the human brain with nodes and connections.
This layer allowed computers to begin processing complex, messy inputs like signals and raw pixel data.
๐ฐ. ๐๐ฒ๐ฒ๐ฝ ๐๐ฒ๐ฎ๐ฟ๐ป๐ถ๐ป๐ด
Neural networks got massive.
Transformers and LSTMs live here.
This is the engine room that made computer vision and natural language processing actually work.
๐ฑ. ๐๐ฒ๐ป๐ฒ๐ฟ๐ฎ๐๐ถ๐๐ฒ ๐๐
The shift from analysis to creation.
These models donโt just classify a cat, they can draw one.
They write code, draft emails, and compose music.
This is the layer that woke up the general public.
๐ฒ. ๐๐ด๐ฒ๐ป๐๐ถ๐ฐ ๐๐
The frontier. Generative AI chats. Agentic AI acts.
These systems possess memory, planning capabilities, and tool use.
They move beyond passive output to autonomous execution.
They do the work for you
๐ง๐ต๐ฒ ๐๐ผ๐๐๐ผ๐บ ๐๐ถ๐ป๐ฒ:
You cannot understand the penthouse if you ignore the foundation.
We are currently transitioning from the ๐๐ฒ๐ป๐ฒ๐ฟ๐ฎ๐๐ถ๐๐ฒ era to the ๐๐ด๐ฒ๐ป๐๐ถ๐ฐ era.
The models are no longer just dreamers.
They're becoming employees.
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