Dealing with Unbalanced Classes in Machine Learning
In many real-world classification problems, we stumble upon training data with unbalanced classes. This means that the individual classes do not contain the same number of elements. For example, if we...
View ArticleRobot Localization IV: The Particle Filter
This is part 4 in a series of articles explaining methods for robot localization, i.e. determining and tracking a robot’s location via noisy sensor measurements. You should start with the first part:...
View ArticleConnectionist Models of Cognition
In this video, I give an introduction to the field of computational cognitive modeling (i.e. modeling minds through algorithms) in general, and connectionist modeling (i.e. using artificial neural...
View ArticleDeep Learning From Scratch VI: TensorFlow
This is part 6 of a series of tutorials, in which we develop the mathematical and algorithmic underpinnings of deep neural networks from scratch and implement our own neural network library in Python,...
View ArticleBuilding a Content-Based Search Engine I: Quantifying Similarity
This is part 1 in a series of tutorials in which we learn how to build a content-based search engine that retrieves multimedia objects based on their content rather than based on keywords, title or...
View ArticleBuilding a Content-Based Search Engine II: Extracting Feature Vectors
This is part 2 in a series of tutorials in which we learn how to build a content-based search engine that retrieves multimedia objects based on their content rather than based on keywords, title or...
View ArticleBuilding a Content-Based Search Engine III: Feature Signatures
This is part 3 in a series of tutorials in which we learn how to build a content-based search engine that retrieves multimedia objects based on their content rather than based on keywords, title or...
View ArticleBuilding a Content-Based Search Engine IV: Earth Mover’s Distance
This is part 4 in a series of tutorials in which we learn how to build a content-based search engine that retrieves multimedia objects based on their content rather than based on keywords, title or...
View ArticleBuilding a Content-Based Search Engine V: Signature Quadratic Form Distance
This is part 5 in a series of tutorials in which we learn how to build a content-based search engine that retrieves multimedia objects based on their content rather than based on keywords, title or...
View ArticleBuilding a Content-Based Search Engine VI: Efficient Query Processing
This is part 6 in a series of tutorials in which we learn how to build a content-based search engine that retrieves multimedia objects based on their content rather than based on keywords, title or...
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