What is a Perceptron? Perceptron Vs Neuron | Perceptron Geometric Intuition

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A Perceptron is a simple type of artificial neural network algorithm developed by Frank Rosenblatt in 1957. It's the basic unit of a neural network, taking multiple binary inputs and producing a single binary output. It computes a weighted sum of its input, applies an activation function, and produces an output.
Perceptron vs. Neuron:
Perceptron: Refers specifically to the algorithm developed by Rosenblatt, typically using a step function as the activation.
Neuron: A more general term used in the context of biological and artificial neural networks. It encompasses various activation functions beyond the step function.
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#Perceptron #Neuron #NeuralNetworks #MachineLearning #ArtificialIntelligence #DataScience
⌚Time Stamps⌚
0:00 Introduction
2:08 What is a Perceptron?
14:30 Neuron Vs Perceptron
22:52 Geometric Intuition
33:53 Code Example
38:04 Outro

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2:10-->3:40 What is a perceptron? 16:05-->20:30 Neuron vs Perceptron 29:05-->33:55 Geometric Intuition

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Hi I am a doctor learning from your channel....Just wanted to clarify regarding the function of the neuron.....actually in neurons the processing doesn't happen inside the nucleus but at the level of the cell membrane. Nucleus is just the storage location of the genetic material which is important for cell survival reproduction and daily living functions. Actually in neurons the signal transduction process starts when there is release of acetyl choline in the synaptic space (the space between the axon terminals of the previous neuron and the dendrites. These acetyl choline molecules then attach to specific receptors present of the dendrites called as the ligand gated sodium channels (the ligand in this case being acetyl choline itself), This leads to opening of the ligand gated sodium channels and influx of sodium inside the cell. This leads to a local decrease in the membrane potential.....(generally from - 70 millielectronvolts(mev) to -55 millielectronvolts). At this threshold voltage of -55 millielectronvolts other kinds of channels called voltage gated sodium channels are opened which lead to a faster influx of sodium inside the cell taking the membrane potential upto +30 mev. This increase in potential leads to the opening of the voltage gated sodium channel in the adjacent neuron segment and further propagation of the signal. At the level of axonal terminals this action potential leads to opening up of another ion channel called as the voltage gated calcium channels that leads to fusion of acetyl choline containing vesicles with the cell membrane and its eventual release to the synaptic space, propagating the signal.....This disturbed ion concentration of sodium, and calcium across the membrane due to action potential propagation is then again replenished by various other mechanisms. Interesting thing to note here is that the activation function of neuron is more like step ladder...ie... either the neurotransmitter will be released (if the threshold voltage of -55mev is reached) or it will not be released.

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