Another set of useful resources for students!
An Awesome List of Cognitive Science Resources
Cognitive Science
As the name goes, our aim is to create a reference guide for all the information that could serve as a great guiding point to someone who is getting started in research that lies at the intersection of the beautifully meshed fields studied under a catch-all called Cognitive Science.
Maintained by: Abi Aryan
To contribute, please go through the Contribution Guidelines first. Please feel free to contribute by opening a new issue/pull request or responding to existing ones.
Why Study this Intersection?
Cognitive Science refers to the study of thought, learning, and mental organization, which draws on aspects of psychology, linguistics, philosophy, and computer science.
Future Scope
Roadmap
Good Reads
NON-FICTION:
- Theoretical Neuroscience - Dayan, Abbott
- The Computational Brain by Terrence Sejnowiski & Patricia Churchland
- Collaborative learning: Cognitive and computational approaches by P Dillenbourg
- An Ecological Approach to Visual Perception - Gibson, James J
- The New Executive Brain: Goldberg, Elkhonon
- The Neuropsychology of Anxiety: Gray, Jeffrey and Neil McNaughton
- The Emotional Brain: LeDoux, Joseph
- Affective Neuroscience: Panksepp, Jaak
- Brain Architecture: Understanding the Basic Plan: Swanson, Larry
- Mindware: An Introduction to the Philosophy of Cognitive Science: Andy Clark
- Being There: Putting Brain, Body, and World Together Again: Andy Clark
- Natural-Born Cyborgs: Minds, Technologies, and the Future of Human Intelligence: Andy Clark
- Supersizing the Mind: Embodiment, Action, and Cognitive Extension: Andy Clark
- Surfing Uncertainty: Prediction, Action, and the Embodied Mind: Andy Clark
- Reasoning about Knowledge: Joe Halpern et. al.
- Becoming Human: A Theory of Ontogeny - Michael Tomasello
- A Natural History of Human Thinking- Michael Tomasello
- Why We Cooperate- Michael Tomasello
- Constructing a Language: A Usage-Based Theory of Language Acquisition- Michael Tomasello
- The Cultural Origins of Human Cognition- Michael Tomasello
- Reinforcement Learning- Richard Sutton
- The Oxford Handbook of Computational and Mathematical Pyschology - Jerome Busemeyer
- Human Cognitive Processing: Analogical Modelling
- Mind & Nature - Gregory Bateson
- Steps to an Oncology of Mind - Gregory Bateson
- Non-linear Dynamics in Human Behavior - Armin Fuchs et. al.
- Quantitative Models in Psychology- Robert McGrath
- Actual Causality- Joe Halpern
FICTION:
- The Man Who Mistook His Wife for a Hat and Other Clinical Tales - Oliver Sacks
- Awakenings - Oliver Sacks
- An Anthropologist on Mars - Oliver Sacks
- Machines Like Me- Ian McEwan
CASE STUDY:
- Phantoms in the Brain: Probing the Mysteries of the Human Mind - V.S. Ramachandran, Sandra Blakeslee, Oliver Sacks
- The Power of Habit - Charles Duhhigg
- Atomic Habits - James Clear
- Machine Intelligence: Perspectives on the Computational Model- Andy Clark, Toribio
- The Siliman Memorial Lecture Series on the Computer and the Brain - John von Neumann, Ray Kurzweil
- Choices, Values, and Frames - Amos Tversky, Daniel Kahenmann
- Thinking Fast and Slow - Daniel Kahenmann
- Preference, Belief, and Similarity: Selected Writings - Amos Tversky
- The Embodied Mind: Cognitive Science and Human Experience - Francisco J. Varela
MOOCs and Blogs You Must Follow
- Neuroecology by Adam J. Calhoun
- Simulation Neuroscience
- Advancing AI through Cognitive Sciences
Become a Professional Researcher in the Subject
ACADEMIC LABS:
- IDSIA
- MIT Media Lab
- CSAIL
- Salk Institute
- Tye Lab
- Rotman Research Institute
- Gatsby Computational Neuroscience Unit
- UCL Allen Institute for Brain Science
- Computational Neuroscience Lab, Institute of Computer Science, University of Tartu
PRIVATE LABS:
- Human Connectome Project
Global Projects and Funding Organisations
- White House Brain Initiative
- Human Brain Project
Top Challenges and Open Problems in the Field
Notable Researchers in the Field (in no particular order)
- Terrence Sejnowski
- Patricia Churchland
- Oriol Vinayls
- Shakir Md.
- Daniel Zoran
- Paul Bloom
- Charles Blundell
- Benigno Uria
- Alexander Pritzel
- Demis Hassabis
- Daan Wierstra
- Rosalind Picard
- Kay Tye
- Alex Huk
- Jürgen Schmidhuber
- Sepp Hochreiter
- Geoffrey E. Hinton
- Marvin Minsky
- TM Mitchell
- MA Wheeler
- E Tulving
- Jordan Peterson
- Josh Tennenbaum
- Feiry Cushman
- Andy Clark
- Carol Dweck
- Richard Sutton
- Judea Pearl
- Jerome Busemeyer
- Brendt Brehmer
- Yoav Shoham
- Richard Thaler
- Cass R. Sunstein
- Dan Ariely
- Herbert Simon
- John Von Neumann
- Joseph (Joe) Halpern
Relevant Conferences
- COSYNE
- NIPS
- ICLR
- Cognitive Computational Neuroscience
- ICML
- IJCNN
- Bernstein Conference
- ESANN
Important Papers
- Cognitive Psychology for Deep Neural Network by Google Deep Mind
- Foraging for foundations in decision neuroscience: insights from ethology
Journals
- Nature
- Frontiers in Computational Neuroscience
- The Journal of Neuroscience Methods
Relevant Resources
- For asking questions Psychology and Neuroscience beta - Stack Exchange
Taken from https://abi-aryan.github.io/awesome-cogsci/