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Latent Semantic Indexing
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Related lectures (28)
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Latent semantic indexing: inverted files
Explores term-offset indices in inverted files and relevance feedback solutions.
Linear Equations: Vectors and Matrices
Covers linear equations, vectors, and matrices, exploring their fundamental concepts and applications.
Text Data Analysis: Techniques and Applications
Explores handling text data, deriving clean datasets from unstructured text, and various text analysis techniques.
Topic Models: Latent Dirichlet Allocation
Introduces Latent Dirichlet Allocation for topic modeling in documents, discussing its process, applications, and limitations.
Handling Text Data: Document Retrieval and Classification
Covers document retrieval, classification, sentiment analysis, and topic detection using TF-IDF matrices and contextualized word vectors.
Text Data Processing: Basics & Techniques
Introduces the basics of text data processing, covering document retrieval, classification, sentiment analysis, and topic detection.
Singular Value Decomposition: Applications and Interpretation
Explains the construction of U, verification of results, and interpretation of SVD in matrix decomposition.
Vectors: Coordinate Calculations
Covers calculations in coordinates for vectors, including bases, scalar product, and determinants, with geometric interpretations and examples.