#AI & #ML Lecture 5 : Learning a Linear Classifier, Perceptron Learning & Hyperplanes, KNN, Neural

#ArtificialIntelligence #MachineLearning #Software #Engineering #Course Hello everyone. My name is Furkan Gözükara, and I am a Computer Engineer Ph.D. Assistant Professor at the Software Engineering department.

In this course, starting from ground to the advanced level Artificial Intelligence and Machine Learning course will be taught.

Artificial Intelligence (AI) and Machine Learning (ML) Full Course with C# Examples Playlist : https://www.youtube.com/playlist?list=PL_pbwdIyffskVschrADCL6KEnL_nqDtgD

GitHub repository of the course : https://github.com/FurkanGozukara/CSE419-Artificial-Intelligence-and-Machine-Learning-2020

Discord channel link of the course : https://discord.gg/6Mrb8MwteQ How to use Discord : https://youtu.be/AEwPtYiLvsQ

Lecture 5 : Perceptron Learning

• What is the data generating distribution?
• Actual model
• Model assumptions
• Make sure your assumption is correct, though!
• Machine learning models
• KNN-Pros
• KNN-Cons
• Decision tree model
• Bias
• Linear models
• Hyperplanes
• Defining a line
• Classifying with a line
• Classifying with a linear model
• Learning a linear model
• Positive or negative?
• A method to the madness
• Online learning algorithm
• Learning a linear classifier
• A closer look at why we got it wrong
• Perceptron learning algorithm
• A trick…
• Your turn
• Which line will it find?
• Convergence
• Handling non-separable data
• Ordering
• Order matters
• Order matters: a bad order
• Improvements
• Another good lecture about perceptron
• Good visual example
• Voted perceptron learning
• Average perceptron
• Our Nervous System
• Our nervous system: the computer science view
• Neural Networks
• A Single Neuron/Perceptron
• Possible threshold functions
• History of Neural Networks
• Must Watch Videos to Fully Understand

This course requires you to be knowing a programming language or be able to utilize an Artificial Intelligence and Machine Learning tool.

Therefore, if you want to start learning to program or develop your other Software Engineering related skills, you can watch our below full courses:

[1] Introduction to Programming Full Course with C# playlist : https://www.youtube.com/playlist?list=PL_pbwdIyffskoSXySh0MdiayPJsBZ7m2o

[2] Object Oriented Programming Full Course with C# playlist : https://www.youtube.com/playlist?list=PL_pbwdIyffsnH3XJb66FDIHh1yHwWC26I

[3] Artificial Intelligence (AI) and Machine Learning (ML) Full Course with C# Examples playlist: https://www.youtube.com/playlist?list=PL_pbwdIyffskVschrADCL6KEnL_nqDtgD

[4] Software Engineering Full Course playlist : https://www.youtube.com/playlist?list=PL_pbwdIyffslgxMVyXhnHiSn_EWTvx1G-

[5] Security of Information Systems Full Course playlist : https://www.youtube.com/playlist?list=PL_pbwdIyffslM_o92NwkaUzD7C6Fekx26

[6] (Turkish) Bilgisayar Becerileri Tam Ders playlist : https://www.youtube.com/playlist?list=PL_pbwdIyffsmyE2e909ea1MXLcMb8MenG

notice: subtitle timing success ... https://www.youtube.com/watch?v=CYHqJhwZSAE