David Marr's Theory: Understanding 3 Levels of Analysis in Cognitive Sciences 

In today's video we learn about the famous framework proposed by British Neuroscientist David Marr used to study cognitive structures and brain's information processing in cognitive sciences. The 3 levels are:
1. Computational Level
2. Algorithmic Level
3. Implementational Level
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Resources
Papers:
1. Marr, D. (1982), Vision: A Computational Approach, San Francisco, Freeman & Co.
2. Cummins, R. (1983). *The nature of psychological explanation*. Cambridge, MA: MIT Press.
3. Dawson, M.R.W. (1998) *Understanding cognitive science*. Oxford, UK: Blackwell.
4. Niv, Y., & Langdon, A. (2016). Reinforcement learning with Marr. *Current opinion in behavioral sciences*, *11*, 67-73.
5. Peebles, D., & Cooper, R. P. (2015). Thirty years after Marr's vision: Levels of analysis in cognitive science. *Topics in cognitive science*, *7*(2), 187-190.
6. Neftci, E. O., & Averbeck, B. B. (2019). Reinforcement learning in artificial and biological systems. *Nature Machine Intelligence*, *1*(3), 133-143.
Websites:
Algorithmic Level
[www.bcp.psych.ualberta.ca/~mik... algorithmic level of analysis,input is transformed into output](www.bcp.psych.ualberta.ca/~mik...)
Computational Level
www.bcp.psych.ualberta.ca/~mik...
Additional resources:
www.albany.edu/~ron/papers/ma...
Hardcastle, V. G., & Hardcastle, K. (2015). Marr's levels revisited: understanding how brains break. *Topics in Cognitive Science*, *7*(2), 259-273.
Dean, P., & Porrill, J. (2016). The importance of Marr’s three levels of analysis for understanding cerebellar function. *Computational Theories and their Implementation in the Brain: The legacy of David Marr*, *79*.
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