Gaussian Distribution Courses and Certifications

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

Steve Brunton

The Normal Distribution - From Binomial Distribution to Gaussian Limits

Explore the relationship between Normal and Binomial distributions, focusing on large-n scenarios, the Central Limit Theorem, and practical applications in statistical analysis through visual demonstrations and code examples.

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

Data Science & Machine Learning: Naive Bayes in Python

728 ratings at Udemy

Master a crucial artificial intelligence algorithm and skyrocket your Python programming skills

• Udemy
• 7 hours 30 minutes
• On-Demand
• Paid Course

Foundations for Machine Learning

Master essential probability distributions and Bayesian vs frequentist perspectives to build a strong mathematical foundation for machine learning and data science applications.

• Coursera
• 21 hours 28 minutes
• On-Demand
• Paid Course

Packt

Matrix Calculus for Data Science & Machine Learning

Master the fundamentals of matrix calculus for data science applications, including vector derivatives, optimization techniques, and practical implementations in Python for machine learning algorithms.

• Coursera
• 8 hours 55 minutes
• On-Demand
• Paid Course

BIMSA

Regressing Multivariate Gaussian Distribution on Vector Covariates for Co-expression Network Analysis

Explore Fréchet regression for analyzing gene co-expression networks using population-level single-cell data. Learn to test associations between covariance matrices and covariates.

• YouTube
• 54 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

CdoGEO of Kazan Federal University

Basics of Applied Geostatistics

1 review

Discover fundamental geostatistical methods including variogram analysis, kriging techniques, and stochastic modeling for spatial data interpretation and geological applications.

• YouTube
• 1 hour 13 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

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

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

Steve Brunton

Conjugate Priors Example - Normal Distribution and the Exponential Family of Distributions

1 review

Explore conjugate priors through Normal distributions and the Exponential Family, demonstrating how Normal likelihoods pair with Normal priors for Bayesian inference.

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

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

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