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Related lectures (32)
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Fourier Transform and Sampling
Covers the Fourier transform of sampled signals, reconstruction, and harmonic response.
Metrics for Classification
Covers sampling, cross-validation, quantifying performance, optimal model determination, overfitting detection, and classification sensitivity.
Sampling Signals: Stroboscopic Effect (Spectrum Folding)
Covers the consequences of undersampling signals and the stroboscopic effect.
Powder Characterisation: Physical, Chemical, Morphology
Explores the physical, chemical, and morphological analysis of powders, emphasizing sampling accuracy and quality control.
Sampling and Reconstruction
Covers sampling, Fourier Transform, and reconstruction using low-pass filters in signal processing.
Filtering before Sampling
Emphasizes the necessity of filtering signals before sampling to prevent undersampling effects.
Markov Chain Monte Carlo: Sampling and Convergence
Explores Markov Chain Monte Carlo for sampling high-dimensional distributions and optimizing functions using the Metropolis-Hastings algorithm.
Sampling: Continuous Spatial Phenomena
Covers different spatial sampling procedures and properties in Geographic Information Systems.
Natural Language Generation: Decoding Techniques and Training Challenges
Covers decoding methods and training challenges in natural language generation.
Approximate Query Processing: BlinkDB
Introduces BlinkDB, a framework for approximate query processing using sampling techniques.
Transfer Functions and Control Algorithms
Explores transfer functions, control algorithms, and system transformations in discrete and analog systems, with practical exercises included.
Gibbs Sampling: Simulated Annealing
Covers the concept of Gibbs sampling and its application in simulated annealing.
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