Editing Connectionism and Parallel Processing (section)

== <span style="color: #FFFFFF;">Understanding</span> ==
Connectionism is understood through '''Parallelism''' and '''Emergence'''.

'''1. The "Many" over the "One" (Parallelism)''':
Why is the "Brain" "Fast" at "Recognition"?
* A **Serial Computer** (like your Laptop) can do **Billions** of "Math Operations" per second, but only **One at a Time.**
* The **Brain** is "Slow" (Neurons fire only 100 times per second), but it does **Trillions** of "Operations" **At Once.**
* This **Parallelism** is why you can "Recognize a Face" in "Milliseconds"—a task that used to "Cripple" "Classical AI."
* "Intelligence" is **"Massive Cooperation."**

'''2. The "Fog" of Knowledge (Distributed Representation)''':
Where is the word "Apple" in your brain?
* It is **"Everywhere"** and **"Nowhere."**
* It is a **"Pattern of Activation"** across **Millions of Neurons.**
* This is why you can "Forget the Name" of an "Apple" (The 'Tip of the Tongue' state) but still **"Know"** its "Taste," "Shape," and "Color."
* "Knowledge" is a **"Cloud,"** not a **"File."**

'''3. The "Soft" Logic (Pattern Matching)''':
"Fuzzy" is "Smart."
* **Classical Logic** (see Article 111) is "True or False."
* **Connectionism** is "Likely or Unlikely."
* It "Handles" **"Noisy Data"** (e.g. 'A blurry picture of a cat') because it "Looks for" the **"Closest Pattern."**
* This "Fuzziness" is what allows "Biological Creatures" to "Navigate" a "Messy World."

'''The 'Parallel Distributed Processing' (PDP) Volumes (1986)'''': The "Manifesto" of the field. It "Launched" the "Neural Network" movement. It proved that "Learning" could "Emerge" from "Simple Math" "Without" "Any Human Hand" "Writing Rules."
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