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Complex Systems: Epidemics
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Multi-dimensional correlation spectroscopy: INEPT and HSQC
Explains coherence transfer techniques in multi-dimensional NMR spectroscopy.
Variance Reduction Techniques
Covers variance reduction techniques in stochastic simulation to improve accuracy and efficiency.
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Stylized Facts: Reproducible Research
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Nonlinear Dynamics: Chaos and Complex Systems
Explores countable and uncountable sets, Cantor set, Mandelbrot set, and Box dimension in nonlinear dynamics and complex systems.
Causality and Invariant Machine Learning
Explores causality, correlation, and spurious correlations in machine learning, emphasizing bias mitigation and invariance across environments.
Properties of Time-Frequency Domain Signals
Covers the main properties of time-frequency domain signals and their limitations.
Statistical Independence and Correlation: Understanding Gauss Functions
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Real Estate Data Analysis: Descriptive Statistics
Explores real estate data analysis through descriptive statistics, correlation, regression, and forecasting methods.
Signals & Systems I: Cross-Correlation and Convolution
Explores cross-correlation, signal detection, Hilbert spaces, orthogonal approximation, and image compression using DCT.