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#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 :    • Artificial Intelligence (AI) and Machine L...  

GitHub repository of the course : https://github.com/FurkanGozukara/CSE...

Discord channel link of the course :   / discord  
How to use Discord :    • How to Use Discord - Register Free Account...  

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 :    • C# Tutorial: Full Course For Beginners 👨‍💻...  

[2] Object Oriented Programming Full Course with C# playlist :    • C# Programming (Expert/Master) Object Orie...  

[3] Artificial Intelligence (AI) and Machine Learning (ML) Full Course with C# Examples playlist:    • Artificial Intelligence (AI) and Machine L...  

[4] Software Engineering Full Course playlist :    • Software Engineering Full Course  

[5] Security of Information Systems Full Course playlist :    • Cyber Security Full Course for Beginners -...  

[6] (Turkish) Bilgisayar Becerileri Tam Ders playlist :    • Bilgisayar Becerileri Tüm Ders Videoları. ...  

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