Gaussian Distribution Courses and Certifications

Probability and Random Processes

3 reviews

Explore random variables, probability distributions, and stochastic processes through intuitive explanations and practical applications in parameter estimation and noisy measurements.

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

NPTEL;  IIT Madras

Statistical Mechanics

Comprehensive exploration of probability, statistical ensembles, and quantum mechanics, covering discrete and continuous distributions, entropy, and applications to physical systems.

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

Nonadditive Entropies and Statistical Mechanics at the Edge of Chaos - Cornerstones

Explore nonadditive entropies and statistical mechanics at chaos' edge. Delve into Boltzmann-Gibbs entropy, Q-logarithm, and complex networks, challenging traditional thermodynamic principles.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

University of Tübingen

Probabilistic Machine Learning

Comprehensive lecture series on probabilistic machine learning, covering Bayesian paradigms, statistical concepts, and deep learning connections for master's-level computer science students.

• YouTube
• 1 day 16 hours
• On-Demand
• Free Online Course

Financial Analytics in Google Sheets

Learn how to build a graphical dashboard with Google Sheets to track the performance of financial securities.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Mixture Models in R

Learn mixture models: a convenient and formal statistical framework for probabilistic clustering and classification.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Richard McElreath

Statistical Rethinking 2023 - Geocentric Models

Explore geocentric models in statistical thinking, covering Gaussian distributions, workflows, generative models, and analysis techniques for improved statistical reasoning.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

The Julia Programming Language

Random Variables as Types - Lecture 11

Explore random variables as types in Julia programming, covering Gaussian distributions, sampling, abstract types, and generic programming for probability distributions.

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

Fields Institute

Private Learning of Gaussians and Their Mixtures

Explore private learning techniques for Gaussian distributions and mixtures, focusing on robust methods, hypothesis selection, and high-dimensional cases.

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

Weights & Biases

Math for Machine Learning - Exercises: Probability

Hands-on exercises exploring probability concepts in machine learning, including entropy, cross-entropy, and Gaussian distributions, with practical applications and insights.

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

Weights & Biases

Probability - Math for Machine Learning

Explore core probability concepts for machine learning, including surprises, loss functions, and Gaussians. Gain insights into the mathematical foundations of ML algorithms.

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

Institut des Hautes Etudes Scientifiques (IHES)

Covariance and Subspace Inference: Handling Robustness, Variability and Heterogeneity

Explore covariance matrix inference and PCA for non-regular data, covering mixed effects models, Gaussian assumptions, outlier handling, and applications in radio-interferometry calibration and imaging.

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

Centre de recherches mathématiques - CRM

Adaptive Bayesian Predictive Inference

Explore adaptive Bayesian predictive inference for high-dimensional sparse mean estimation, examining sparsity priors and their performance in predictive density estimation under Kullback-Leibler loss.

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

Shaw Talebi

Pareto, Power Laws, and Fat Tails: A Beginner's Guide to Non-Gaussian Statistics

Explore power laws, fat tails, and their impact on statistical analysis. Learn why traditional methods fall short and gain insights into analyzing extreme events in various domains.

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

Discover AI

Diffusion Transformer and Rectified Flow in Stable Diffusion 3

Dive into the mechanics of Diffusion Transformers, exploring noise distribution, latent space dimensionality, and the innovative Rectified Flow technology powering next-gen AI image generation.

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