The exhaustive list of topics in Inference from Data and Models in which we provide Help with Homework Assignment and Help with Project is as follows:
- Special Case of Eigenvector Solutions
- Gauss-Markov Estimation; Recursive Estimation
- Power Density Spectral Estimates
- Concepts and Notation
- Non-linear Problems
- Coherence; Multiple Linear Regression
- Statistics of Fourier Representations
- Time-dependent Models
- Whole Domain Least-Squares
- Over/Underdetermined Problems
- Algebraic Formulation
- Filtering, Prediction Problems
- Stationary Processes
- Numerical Fourier Series/Transforms; Delta Functions
- Inverse Problems, Static and Time Dependent
- Basic Statistics
- Basic Vector/Matrix Notation
- Sampling
- Sequential Methods (Kalman Filter/RTS Smoother)
- Convolution
- Varieties of Least-Squares
- Lagrange Multiplier (adjoint) Methods
- Periodograms
- Biases of Solutions
- Recursive Least-Squares
- Control Problems
- Singular Value Decomposition and Singular Vector Solutions
- Variances/Covariances