Just like Self-learning-Computer-Science by PKUFlyingPig, here I summarize some resource for learning Computational Neuroscience.
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Math:
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Calculus
- 18.02 Multivariable Caculus
- 18.03 Differential Equations
- Ordinary Differential Equations in Complexity Explore
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Linear Algebra
- Essense of linear algebra by 3B1B
- 18.06 Linear Algebra by Gilbert Strang
- 18.065 Linear Algebra and Learning from Data by Gilbert Strang
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Probability and Statistics
- Probability - The Science of Uncertainty and Data in edX
- Fundamentals of Statistics in edX
- Statistical learning theory and applications in CBMM
- Probabilistic Graphical Models Specialization by Daphne Koller in Coursera
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Information Theory
- Introduction to information theory in Complexity Explore by Sante Fe Institute
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Nonlinear Dynamics
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EE263: Introduction to Linear Dynamical Systems by Stephen Boyd, Stanford University
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Introduction to Dynamical Systems and Chaos in Complexity Explore by Sante Fe Institute
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Nonlinear Dynamics: Mathematical and Computational Approaches in Complexity Explore
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CS：
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Machine Learning
- Machine learning in Coursera by Andrew Ng
- Machine Learning Specialization in Coursera by Andrew Ng
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Deep Learning
- Deep Learning by NMA
- Deep Learning Specialization in Coursera by Andrew Ng
- Deep learning online book
- Neural Networks and Deep Learning online book
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Data Science
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CS231n: Deep Learning for Computer Vision by Li Feifei in Stanford, youtube link
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CS224n: Natural Language Processing with Deep Learning by Chris Manning in Stanford, youtube link
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Neuroscience：
- Computational Neuroscience
- Brains, Minds and Machines by CBMM, youtube link
- Computation Neuroscience in Coursera by Rajesh Rao
- Cajal courses in computational neuroscience in INCF
- 9.40 Introduction to neural computation
- Statistical Models of the Brain & Archive course by Robert E. Kass
- Computational Neuroscience by NMA
- Neuronal Dynamics online book
- Visual Mechanism
- Visual object recognition: computational and biological mechanisms
- Visual Neuroscience by Tony Movshon
- Computational Neuroscience
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learning resources
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Courses Platform
- edX
- Coursera
- MIT OpenCourseWare
- Khan Academy
- Complexity Explore by Sante Fe Institute
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Computational Neuroscience Resources
- CNS workshop
- CBMM lectures
- SfN
- INCF courses
- Online resources collection by Simons Foundation
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Meetings
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