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Related lectures (32)
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Data Representations and Processing in Machine Learning
Covers data representations and processing techniques essential for effective machine learning algorithms.
Approximate Query Processing: BlinkDB
Introduces BlinkDB, a framework for approximate query processing using sampling techniques.
Sampling and Reconstruction
Covers sampling, Fourier Transform, and reconstruction using low-pass filters in signal processing.
Graph Coloring: Theory and Applications
Covers the theory and applications of graph coloring, focusing on disassortative stochastic block models and planted coloring.
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Principles of Digital Communication
Covers the principles of digital communication, focusing on the Nyquist Sampling Theorem and signal space dimension.
Digital Control: Sampling Time Trade-offs
Discusses the trade-offs in selecting sampling time for digital control systems.
Stochastic Simulation: Metropolis-Hastings Algorithm
Covers the Metropolis-Hastings algorithm and convergence diagnostics in stochastic simulation, focusing on sampling and proposal generation.
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Data Issues in Research
Explores challenges in data assumptions, biases, and more in research, including incomplete write-ups and frustrations of newcomers.