Statistics, Machine Learning, R for College and Grad School hide this posting unhide

Name: Statistics, Machine Learning, R for College and Grad School hide this posting unhide
Brand: Statistics, Machine Learning, R for College and Grad School hide this posting unhide
SKU: genClassifieds-754872
Availability: InStock
Rating: 4 (47 reviews)

QR Code Link to This Post Tutoring for college and graduate school statistics. You will learn the theoretical aspect of statistics, as well as applied statistics, and how to build statistical models. Some topics include: empirical risk minimization, high-dimensional inference, and optimization.
Theory Courses: Probability Theory, Statistical Inference, Linear Regression, Data Mining, Bayesian Statistics, High-Dimensional Statistics, and other Ph.D. courses.
Statistical Modeling: Bayesian Inference, Monte Carlo, Gaussian Processes, Probabilistic Models, Parametric and nonparametric estimation, etc.
Machine Learning: Ridge Regression, LASSO, k-means, EM, Belief Propagation, Variational Inference, Neural Network, Statistical Learning Theory
Statistical computing: R programming, Matlab, STATA, Python, Java, C For example,
Â Â 1. Linear regression: y = Î²â‚€+ Î²â‚Xâ‚ + Î²â‚‚ Xâ‚‚ + Îµ
Â Â Â Â Î² = argmin{Î£(y-Î²â‚€-Î²â‚Xâ‚- Î²â‚‚ Xâ‚‚)Â²}

Â Â 2. Posterior inference on Î¸: P(Î¸|x, y) âˆ P(x, y|Î¸)P(Î¸)

Â Â 3. Convex optimization
Â Â Â Â minimize cáµ€x
Â Â Â Â subject to aáµ¢áµ€x â‰¤ báµ¢, for i = 1,...n

Â Â 4. Information theory: H(P(x)) = - E[log(P(x))] = - âˆ« P(x) logP(x) dx

Rate: $60/hr

Location: Central Jersey (West Windsor, Lawrenceville, Somerset, Montgomery) or a location near you

You can contact by text or email. or walkingon2008 AT aol DOT com

Location: New Jersey -

Added on 12 days ago and expires on 23 May, Ad id: 754872

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