#AI
#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 9: Evaluation and Multi-class Classification
** Evaluation
Supervised evaluation
Comparing algorithms
Idea 1
Is model 2 better?
Comparing scores: significance
Idea 2
Variance
Repeated experimentation
n-fold cross validation
k-fold cross validation
Leave-one-out cross validation
Comparing systems: sample 1
Comparing systems: sample 2
Comparing systems: sample 3
Comparing systems
Comparing systems: sample 4
Statistical tests
F1-Score (F-Score)
t-test
Calculating t-test
p-value
Statistical tests on test data
Bootstrap resampling
Experimentation good practices
** Multiclass
Multiclass classification
Real world multiclass classification
Multiclass: current classifiers
k-Nearest Neighbor (k-NN)
Decision Tree learning
Perceptron learning
Black box approach to multiclass
Approach 1: One vs. all (OVA)
OVA: linear classifiers (e.g. perceptron)
OVA: classify
OVA: classify, perceptron
Approach 2: All vs. all (AVA)
AVA training visualized
AVA classify
OVA vs. AVA
Approach 3: Divide and conquer
Multiclass summary
Multiclass evaluation
Multiclass evaluation imbalanced data
Macro averaging vs. micro averaging
Confusion matrix
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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