statisticsmatt Courses

Statistical Distributions

2 reviews

Comprehensive exploration of advanced statistical distributions, covering derivations, properties, and applications of various probability models for in-depth understanding and analysis.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

Correlation

1 review

Explore correlation concepts, from Pearson's coefficient to advanced topics like partial and rank correlations. Learn geometrical interpretations, multiple regression, and practical applications using R.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

Power & Sample Size in R

Learn to calculate power and sample size for various statistical tests in R, from t-tests to ANOVA and multivariate analyses, enhancing your ability to design robust studies.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

Using R

Learn advanced statistical techniques and data analysis using R, covering distributions, simulations, estimations, and various statistical tests through practical examples and hands-on coding.

• YouTube
• 6 hours
• On-Demand
• Free Video

Statistical Theory

Explore advanced statistical concepts, proofs, and applications using R, covering topics from probability distributions to matrix properties and confidence intervals.

• YouTube
• 5 hours
• On-Demand
• Free Video

Survival Analyses

Learn to generate censored exponential data, derive density and likelihood for censored data, and understand the Kaplan-Meier estimator as a maximum likelihood estimator in R.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Actuary Exams - Probability and Statistics

Comprehensive preparation for actuarial probability and statistics exams, featuring 8 full-length practice tests divided into manageable segments, with additional sample problems for in-depth study.

• YouTube
• 15 hours
• On-Demand
• Free Video

Pre Calc Topics

Explore essential pre-calculus concepts including function transformation, inverse functions, quadratic functions, and polynomials to build a strong mathematical foundation.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Brief Series on Eigenvalue Inequalities

Explore key eigenvalue inequalities for symmetric matrices, including Courant-Fischer, Weyl's, Gershgorin Circle, and Brauer's oval theorems, with applications to correlation matrices.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

Nonparametric Theory

Explore advanced nonparametric statistical methods, including sign tests, rank correlations, and order statistics, with practical applications and theoretical proofs.

• YouTube
• 6 hours
• On-Demand
• Free Video

Probability Measure

Explore set theory, fields, sigma fields, measurable spaces, and probability measures. Delve into conditional probability, independence, random variables, and distribution functions.

• YouTube
• 7 hours
• On-Demand
• Free Video

EM Algorithm

Explore the Expectation-Maximization (EM) algorithm through theory and practical examples, covering various statistical distributions and applications in data analysis.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

Combinatorial Results

Explore combinatorial principles and their applications in probability, including dice games, card probabilities, and lottery analysis, with practical examples and derivations.

• YouTube
• 6 hours
• On-Demand
• Free Video

Mean, Variance, Moments, Mode of Distributions

Comprehensive exploration of statistical distributions, covering mean, variance, moments, and modes for various probability models, with practical applications in estimation and analysis.

• YouTube
• 9 hours
• On-Demand
• Free Video

Characteristic, Moment Generating, Factorial Generating Functions

Explore generating functions in probability theory, including characteristic, moment, and factorial, with applications to various distributions and statistical problems.

• YouTube
• 3 hours 30 minutes
• On-Demand
• Free Video