stem/AI/Neural Networks/SLP/SLP.md

---
tags:
  - ai
---
![slp-arch](../../../img/slp-arch.png)
$$v(n)=\sum_{i=0}^{m}w_i(n)x_i(n)$$
$$=w^T(n)x(n)$$
![slp-hyperplane](../../../img/slp-hyperplane.png)
Perceptron learning is performed for a finite number of iteration and then stops

[LMS](Least%20Mean%20Square.md) is continuous learning that doesn't stop
vault backup: 2023-12-22 16:39:03 Affected files: .obsidian/community-plugins.json .obsidian/graph.json .obsidian/plugins/calendar/data.json .obsidian/plugins/calendar/main.js .obsidian/plugins/calendar/manifest.json .obsidian/plugins/dataview/main.js .obsidian/plugins/dataview/manifest.json .obsidian/plugins/dataview/styles.css .obsidian/workspace.json Events/Cardiff.md Events/November 27th Week.md Events/🪣🪣🪣.md Food/From Aldi.md Food/Meal Plans/Meals - 2023-06-18.md Food/Meal Plans/Meals - 2023-06-24.md Food/Meal Plans/Meals - 2023-07-30.md Food/Meal Plans/Meals - 2023-08-06.md Food/Meal Plans/Meals - 2023-08-13.md Food/Meal Plans/Meals - 2023-08-20.md Food/Meal Plans/Meals - 2023-08-27.md Food/Meal Plans/Meals - 2023-09-03.md Food/Meal Plans/Meals - 2023-09-10.md Food/Meal Plans/Meals - 2023-09-17.md Food/Meal Plans/Meals - 2023-09-25.md Food/Meal Plans/Meals - 2023-10-02.md Food/Meal Plans/Meals - 2023-10-14.md Food/Meal Plans/Meals - 2023-10-22.md Food/Meal Plans/Meals - 2023-10-30.md Food/Meal Plans/Meals - 2023-11-05.md Food/Meal Plans/Meals - 2023-11-14.md Food/Meal Plans/Meals - 2023-11-20.md Food/Meal Plans/Meals - 2023-12-03.md Food/Meal Plans/Meals - 2023-12-11.md Food/Meal Plans/Meals - 2023-12-16.md Food/Meals.md Food/Sauces.md Lab/DNS.md Lab/Deleted Packages.md Lab/Domains.md Lab/Ebook Laundering.md Lab/Home.md Lab/Linux/Alpine.md Lab/Linux/KDE.md Lab/Photo Migration.md Lab/VPN Servers.md Languages/Arabic.md Languages/Spanish/Spanish.md Languages/Spanish/Tenses.md Languages/Spanish/Verbs.md Money/Me/Accounts.md Money/Me/Car.md Money/Me/Home.md Money/Me/Income.md Money/Me/Monthly/23-04.md Money/Me/Monthly/23-05.md Money/Me/Monthly/23-06.md Money/Me/Monthly/23-07.md Money/Me/Monthly/23-08.md Money/Me/Monthly/23-09.md Money/Me/Monthly/23-10.md Money/Me/Monthly/23-11.md Money/Me/Monthly/23-12.md Money/Me/Subs.md STEM/AI/Classification/Classification.md STEM/AI/Classification/Decision Trees.md STEM/AI/Classification/Gradient Boosting Machine.md STEM/AI/Classification/Logistic Regression.md STEM/AI/Classification/Random Forest.md STEM/AI/Classification/Supervised/SVM.md STEM/AI/Classification/Supervised/Supervised.md STEM/AI/Ethics.md STEM/AI/Kalman Filter.md STEM/AI/Learning.md STEM/AI/Literature.md STEM/AI/Neural Networks/Activation Functions.md STEM/AI/Neural Networks/Architectures.md STEM/AI/Neural Networks/CNN/CNN.md STEM/AI/Neural Networks/CNN/Convolutional Layer.md STEM/AI/Neural Networks/CNN/Examples.md STEM/AI/Neural Networks/CNN/FCN/FCN.md STEM/AI/Neural Networks/CNN/FCN/FlowNet.md STEM/AI/Neural Networks/CNN/FCN/Highway Networks.md STEM/AI/Neural Networks/CNN/FCN/ResNet.md STEM/AI/Neural Networks/CNN/FCN/Skip Connections.md STEM/AI/Neural Networks/CNN/FCN/Super-Resolution.md STEM/AI/Neural Networks/CNN/GAN/CycleGAN.md STEM/AI/Neural Networks/CNN/GAN/DC-GAN.md STEM/AI/Neural Networks/CNN/GAN/GAN.md STEM/AI/Neural Networks/CNN/GAN/StackGAN.md STEM/AI/Neural Networks/CNN/GAN/cGAN.md STEM/AI/Neural Networks/CNN/Inception Layer.md STEM/AI/Neural Networks/CNN/Interpretation.md STEM/AI/Neural Networks/CNN/Max Pooling.md STEM/AI/Neural Networks/CNN/Normalisation.md STEM/AI/Neural Networks/CNN/UpConv.md STEM/AI/Neural Networks/CV/Data Manipulations.md STEM/AI/Neural Networks/CV/Datasets.md STEM/AI/Neural Networks/CV/Filters.md STEM/AI/Neural Networks/CV/Layer Structure.md STEM/AI/Neural Networks/CV/Visual Search/Visual Search.md STEM/AI/Neural Networks/Deep Learning.md STEM/AI/Neural Networks/Learning/Boltzmann.md STEM/AI/Neural Networks/Learning/Competitive Learning.md STEM/AI/Neural Networks/Learning/Credit-Assignment Problem.md STEM/AI/Neural Networks/Learning/Hebbian.md STEM/AI/Neural Networks/Learning/Learning.md STEM/AI/Neural Networks/Learning/Tasks.md STEM/AI/Neural Networks/MLP/Back-Propagation.md STEM/AI/Neural Networks/MLP/Decision Boundary.md STEM/AI/Neural Networks/MLP/MLP.md STEM/AI/Neural Networks/Neural Networks.md STEM/AI/Neural Networks/Properties+Capabilities.md STEM/AI/Neural Networks/RNN/Autoencoder.md STEM/AI/Neural Networks/RNN/Deep Image Prior.md STEM/AI/Neural Networks/RNN/LSTM.md STEM/AI/Neural Networks/RNN/MoCo.md STEM/AI/Neural Networks/RNN/RNN.md STEM/AI/Neural Networks/RNN/Representation Learning.md STEM/AI/Neural Networks/RNN/SimCLR.md STEM/AI/Neural Networks/RNN/VQA.md STEM/AI/Neural Networks/SLP/Least Mean Square.md STEM/AI/Neural Networks/SLP/Perceptron Convergence.md STEM/AI/Neural Networks/SLP/SLP.md STEM/AI/Neural Networks/Training.md STEM/AI/Neural Networks/Transformers/Attention.md STEM/AI/Neural Networks/Transformers/LLM.md STEM/AI/Neural Networks/Transformers/Transformers.md STEM/AI/Neural Networks/Weight Init.md STEM/AI/Pattern Matching/Dynamic Time Warping.md STEM/AI/Pattern Matching/Markov/Markov.md STEM/AI/Pattern Matching/Pattern Matching.md STEM/AI/Problem Solving.md STEM/AI/Properties.md STEM/AI/Searching/Informed.md STEM/AI/Searching/Searching.md STEM/AI/Searching/Uninformed.md STEM/CS/ABI.md STEM/CS/Calling Conventions.md STEM/CS/ISA.md STEM/CS/Languages/Assembly.md STEM/CS/Languages/Javascript.md STEM/CS/Languages/Python.md STEM/CS/Languages/Rust.md STEM/CS/Quantum.md STEM/CS/Resources.md STEM/IOT/Networking/Networking.md STEM/Light.md STEM/Quantum/Confinement.md STEM/Quantum/Orbitals.md STEM/Quantum/Schrödinger.md STEM/Quantum/Standard Model.md STEM/Quantum/Wave Function.md STEM/Speech/Linguistics/Consonants.md STEM/Speech/Linguistics/Language Structure.md STEM/Speech/Linguistics/Linguistics.md STEM/Speech/Linguistics/Terms.md STEM/Speech/Linguistics/Vowels.md STEM/Speech/Literature.md STEM/Speech/NLP/NLP.md STEM/Speech/NLP/Recognition.md STEM/Speech/Speech Processing/Applications.md Work/Possible Tasks.md Work/Tech.md 2023-12-22 16:39:03 +00:00			`---`
			`tags:`
			`- ai`
			`---`
vault backup: 2023-06-05 17:01:29 Affected files: Money/Assets/Financial Instruments.md Money/Assets/Security.md Money/Markets/Markets.md Politcs/Now.md STEM/AI/Neural Networks/CNN/Examples.md STEM/AI/Neural Networks/CNN/FCN/FCN.md STEM/AI/Neural Networks/CNN/FCN/FlowNet.md STEM/AI/Neural Networks/CNN/FCN/Highway Networks.md STEM/AI/Neural Networks/CNN/FCN/ResNet.md STEM/AI/Neural Networks/CNN/FCN/Skip Connections.md STEM/AI/Neural Networks/CNN/FCN/Super-Resolution.md STEM/AI/Neural Networks/CNN/GAN/DC-GAN.md STEM/AI/Neural Networks/CNN/GAN/GAN.md STEM/AI/Neural Networks/CNN/GAN/StackGAN.md STEM/AI/Neural Networks/CNN/Inception Layer.md STEM/AI/Neural Networks/CNN/Interpretation.md STEM/AI/Neural Networks/CNN/Max Pooling.md STEM/AI/Neural Networks/CNN/Normalisation.md STEM/AI/Neural Networks/CNN/UpConv.md STEM/AI/Neural Networks/CV/Layer Structure.md STEM/AI/Neural Networks/MLP/MLP.md STEM/AI/Neural Networks/Neural Networks.md STEM/AI/Neural Networks/RNN/LSTM.md STEM/AI/Neural Networks/RNN/RNN.md STEM/AI/Neural Networks/RNN/VQA.md STEM/AI/Neural Networks/SLP/Least Mean Square.md STEM/AI/Neural Networks/SLP/Perceptron Convergence.md STEM/AI/Neural Networks/SLP/SLP.md STEM/AI/Neural Networks/Transformers/LLM.md STEM/AI/Neural Networks/Transformers/Transformers.md STEM/AI/Properties.md STEM/CS/Language Binding.md STEM/Light.md STEM/Maths/Tensor.md STEM/Quantum/Orbitals.md STEM/Quantum/Schrödinger.md STEM/Quantum/Standard Model.md STEM/Quantum/Wave Function.md Tattoo/Music.md Tattoo/Plans.md Tattoo/Sources.md 2023-06-05 17:01:29 +01:00			`![slp-arch](../../../img/slp-arch.png)`
vault backup: 2023-05-23 06:59:49 Affected files: .obsidian/appearance.json .obsidian/workspace-mobile.json .obsidian/workspace.json STEM/AI/Neural Networks/MLP.md STEM/AI/Neural Networks/MLP/Back-Propagation.md STEM/AI/Neural Networks/SLP.md STEM/AI/Neural Networks/SLP/Least Mean Square.md STEM/AI/Neural Networks/SLP/Perceptron Convergence.md STEM/img/activation-function.png STEM/img/lms-algorithm.png STEM/img/mlp-arch-diagram.png STEM/img/mlp-arch-graph.png STEM/img/mlp-arch.png STEM/img/sl-lms-summary.png STEM/img/slp-arch.png STEM/img/slp-hyperplane.png STEM/img/slp-lms-independence.png STEM/img/slp-mse.png STEM/img/slp-separable.png STEM/img/slp-steepest-descent.png 2023-05-23 06:59:49 +01:00			`$$v(n)=\sum_{i=0}^{m}w_i(n)x_i(n)$$`
			`$$=w^T(n)x(n)$$`
vault backup: 2023-06-05 17:01:29 Affected files: Money/Assets/Financial Instruments.md Money/Assets/Security.md Money/Markets/Markets.md Politcs/Now.md STEM/AI/Neural Networks/CNN/Examples.md STEM/AI/Neural Networks/CNN/FCN/FCN.md STEM/AI/Neural Networks/CNN/FCN/FlowNet.md STEM/AI/Neural Networks/CNN/FCN/Highway Networks.md STEM/AI/Neural Networks/CNN/FCN/ResNet.md STEM/AI/Neural Networks/CNN/FCN/Skip Connections.md STEM/AI/Neural Networks/CNN/FCN/Super-Resolution.md STEM/AI/Neural Networks/CNN/GAN/DC-GAN.md STEM/AI/Neural Networks/CNN/GAN/GAN.md STEM/AI/Neural Networks/CNN/GAN/StackGAN.md STEM/AI/Neural Networks/CNN/Inception Layer.md STEM/AI/Neural Networks/CNN/Interpretation.md STEM/AI/Neural Networks/CNN/Max Pooling.md STEM/AI/Neural Networks/CNN/Normalisation.md STEM/AI/Neural Networks/CNN/UpConv.md STEM/AI/Neural Networks/CV/Layer Structure.md STEM/AI/Neural Networks/MLP/MLP.md STEM/AI/Neural Networks/Neural Networks.md STEM/AI/Neural Networks/RNN/LSTM.md STEM/AI/Neural Networks/RNN/RNN.md STEM/AI/Neural Networks/RNN/VQA.md STEM/AI/Neural Networks/SLP/Least Mean Square.md STEM/AI/Neural Networks/SLP/Perceptron Convergence.md STEM/AI/Neural Networks/SLP/SLP.md STEM/AI/Neural Networks/Transformers/LLM.md STEM/AI/Neural Networks/Transformers/Transformers.md STEM/AI/Properties.md STEM/CS/Language Binding.md STEM/Light.md STEM/Maths/Tensor.md STEM/Quantum/Orbitals.md STEM/Quantum/Schrödinger.md STEM/Quantum/Standard Model.md STEM/Quantum/Wave Function.md Tattoo/Music.md Tattoo/Plans.md Tattoo/Sources.md 2023-06-05 17:01:29 +01:00			`![slp-hyperplane](../../../img/slp-hyperplane.png)`
vault backup: 2023-05-23 06:59:49 Affected files: .obsidian/appearance.json .obsidian/workspace-mobile.json .obsidian/workspace.json STEM/AI/Neural Networks/MLP.md STEM/AI/Neural Networks/MLP/Back-Propagation.md STEM/AI/Neural Networks/SLP.md STEM/AI/Neural Networks/SLP/Least Mean Square.md STEM/AI/Neural Networks/SLP/Perceptron Convergence.md STEM/img/activation-function.png STEM/img/lms-algorithm.png STEM/img/mlp-arch-diagram.png STEM/img/mlp-arch-graph.png STEM/img/mlp-arch.png STEM/img/sl-lms-summary.png STEM/img/slp-arch.png STEM/img/slp-hyperplane.png STEM/img/slp-lms-independence.png STEM/img/slp-mse.png STEM/img/slp-separable.png STEM/img/slp-steepest-descent.png 2023-05-23 06:59:49 +01:00			`Perceptron learning is performed for a finite number of iteration and then stops`

vault backup: 2023-06-06 11:48:49 Affected files: STEM/AI/Neural Networks/CNN/Examples.md STEM/AI/Neural Networks/CNN/FCN/FCN.md STEM/AI/Neural Networks/CNN/FCN/ResNet.md STEM/AI/Neural Networks/CNN/FCN/Skip Connections.md STEM/AI/Neural Networks/CNN/GAN/DC-GAN.md STEM/AI/Neural Networks/CNN/GAN/GAN.md STEM/AI/Neural Networks/CNN/Interpretation.md STEM/AI/Neural Networks/CNN/UpConv.md STEM/AI/Neural Networks/Deep Learning.md STEM/AI/Neural Networks/MLP/MLP.md STEM/AI/Neural Networks/Properties+Capabilities.md STEM/AI/Neural Networks/SLP/Least Mean Square.md STEM/AI/Neural Networks/SLP/SLP.md STEM/AI/Neural Networks/Transformers/Transformers.md STEM/AI/Properties.md STEM/CS/Language Binding.md STEM/CS/Languages/dotNet.md STEM/Signal Proc/Image/Image Processing.md 2023-06-06 11:48:49 +01:00			`[LMS](Least%20Mean%20Square.md) is continuous learning that doesn't stop`