neuronline.github.io

Neuroscience Online

A collection of information pertaining to computational neuroscience and machine learning.

Table of Contents

1. Electrical Engineering Theory
   1. Essential Laws
   2. Components and Diagrams
   3. Important Equations
2. Neuroscience
   1. Cellular Neuroscience
      1. Ion Channels
      2. Short-Term Synaptic Plasticity
   2. Systems Neuroscience
      1. Visual System
      2. Auditory System
      3. Motor Control
      4. Pathways
      5. Hippocampus
3. Computational Neuroscience
   1. Basics
   2. Math
   3. Building a Model
   4. Dynamics
   5. Modeling
      1. Ion Channels
      2. Single Cells
      3. Synapses
      4. Networks
      5. Neurotransmitter Effects
      6. Short-Term Synaptic Plasticity
   6. Modeling Long-Term Synaptic Plasticity
   7. Modeling Local Field Potential (LFP)
   8. Software
      1. NEURON
         1. NMODL (.mod) Files
      2. BMTK
         1. Installation
      3. BMTools
      4. LFPy
4. Control Systems
   1. Feeback
   2. b
5. Non-Linear Systems
   1. Limit Cycles
   2. b
6. Machine Learning
   1. Supervised Learning
      1. Neural Networks
         1. Artificial Neural Networks
         2. Convolutional Neural Networks
   2. Unsupervised Learning
      1. Clustering Algorithms
      2. Expectation Maximization (EM)
      3. Dimensionality Reduction
   3. Reinforcemet Learning
      1. a
   4. Computational Intelligence
      1. Genetic Algorithms
      2. b
7. Paper Summaries
   1. Neuroscience
      1. Hummos Et Al 2014 - Intrinsic Mechanisms Stabilize Encoding and Retrieval Circuits Differentially in Hippocampal Network Model

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This page is part of a collection of pages on various topics of computational neuroscience. Please direct questions and suggestions to the author Tyler Banks [website][github] at tyler@tylerbanks.net.