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Popular pages
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Regularization - ML Wiki
ML Wiki Regularization is a technique used to address overfitting Main idea of regularization is to keep all the features, but reduce magnitude of parameters $\theta$ It works well when we have a lo...
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Cluster Analysis - ML Wiki
ML Wiki How do we define similar? we measure with some similarity/distance function Application of Clustering s.t. each item belongs to exactly one class Algorithms: merge till have one big...
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Physical Data Organization (databases) - ML Wiki
ML Wiki the main memory the secondary storage A record can be identified by an offset within a block There are several ways to represent an address in the secondary memory Physical Address Logica...
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Entity-Relationship Model - ML Wiki
Entity-Relationship Model Entity-Relationship Model An entity–relationship model (ER model) is a Data Model for describing a Database in an abstract way at a conceptual level. A database can be mode...
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Power Iteration - ML Wiki
ML Wiki Power Iteration is a Linear Algebra method for approximating the dominant Eigenvalues and Eigenvectors of a matrix Suppose $A$ is symmetric and $A^k = Q \Lambda^k Q^T$ let $\mathbf q_i$ b...
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Decision Tree (Data Mining) - ML Wiki
ML Wiki This is a classification method used in Machine Learning and Data Mining that is based on Trees if we group them by condition and then put redundant checks inside it we get a decision tree ...