Connectionism

High school (ages 12+)
Science & Technology

Name:

Date:

Step 1 · Read the article

Open the article and read it at the level above. Then answer the questions below in your own words.

https://smallwhale.org/articles/connectionism

Write what each word means, using the article.

Do not copy the article. Write two things you learned, the way you would explain them to a friend.

Answers below are taken from the article’s stored facts, so they match what the student read.

1. What is the conceptual origin?Mathematical modeling of neural circuits, beginning with McCulloch and Pitts (1943)
2. What is the primary learning mechanism?Pattern recognition and adaptation through adjusting connection weights based on training data

Connectionism: A theoretical framework and computational approach positing that cognitive processes arise from interconnected networks of simple processing units.
Artificial Neural Network (ANN): A computational system composed of interconnected nodes (artificial neurons) organized in layers, designed to learn from data.
Sigmoid Activation Function: A non-linear function used in ANNs to introduce graded outputs, allowing for more nuanced learning than binary outputs.
Deep Learning: A subfield of machine learning based on ANNs with multiple hidden layers, enabling the learning of complex hierarchical representations.