- 简介:2020新冠疫情期间举办的在线国际认知计算神经科学暑期学校
- 资源: Github(Youtube视频+教程代码),B站(中国区视频)
- 内容:
- Week 0: Python
- Week 1: Model Types, Modeling Practice, Model Fitting, Machine Learning, Dimensionality Reduction
- Week2: Bayesian Statistics, Linear Systems, Decision Making, Optimal Control, Reinforcement Learning
- Week 3: Real Neurons, Dynamic Networks, Network Causality, Deep Learning
- 简介:简称CCNSS,是由计算神经科学家汪小京等牵头,定期在冷泉港·亚洲(苏州)等地举办的国际计算与认知神经科学暑期学校
- 资源:课程信息(2018, 2017, 2016, 2014, 2013, 2012, 2011, 2010),教程与代码(2018, 2017)
- 内容(以2018为例)
- Module 0: hello world, LIF neuron
- Module 1: Wilson-Cowan equations, eigenvalues & stability, spike-timing-dependent-plasticity (STDP), balanced neuronal EI
- Module 2: signal detection theory & drift_diffusion_modelling (DDM) , model fitting & model comparison, psychophysics & probabilistic modelling, computational psychiatry
- Module 3: value estimation & classical conditioning, multi armed bandits, sequential decision making – two step task
- Module 4: PCA, encoding, perceptron
- Module 5: complex network analysis, Kuramoto model
更多资源可在GitHub搜索:computational neuroscience等关键词获取