Notes
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A collection of fragments of understanding in the pursuit of deeper questions.
Contents
- Computational Vision
- Introduction to Data Science
- Translational Neuromodeling
- Deep Learning in Artificial & Biological Neuronal Networks
- Introduction to Neuroinformatics
- Intro to Neuroscience
- Systems Neuroscience
- Readings in Neuroinformatics
- Neurobiology of Consciousness
- Econometrics
- Principles of Finance
- Big Data & Databases
- Game Theory
- Intro to Blockchain
- Marketing Analytics
- Financial Accounting
- Fundamentals of Computer Science
- Foundamentals of Information Technology Law
- Statistics
- Computer Programming
- Macroeconomics
- EU Information Law & Data Economy
- Advanced Mathematics & Statistics
- Principles of Management
- Mathematics
- Microeconomics
Neuronal Spiking Dynamics (Hodgkin-Huxley Model)
Hodgkin-Huxley Model Mathematically models neuronal firing. Properties of the Sodium channel:
- Depolarize neuron when open (-70mV +40mV)
- Establish a positive feedback loop (Voltage increase Na+ channels open Voltage increase).
Properties of the Potassium channel:
- K-channels open Voltage decrease.
- K-channels are Voltage-dependent.
- K-channels are slow. (Voltage increase triggers fast Na+ and positive feedback Voltage increase one millisecond later K+ open Voltage decrease).
However, multiple other models (Fitzhugh-Nagumo, Leaky Integrate & Fire, Galves-Löcherback, HTM models) exist and can be derived.