Probability Distributions Courses and Certifications

Professor Leonard

A Study of Probability Distributions, Mean, and Standard Deviation

1 review

Explore probability distributions, mean, and standard deviation in this comprehensive lecture on fundamental statistical concepts.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Institute for Advanced Study

Learning Probability Distributions - What Can, What Can't Be Done - Shai Ben-David

Explore probability distribution learning, its possibilities and limitations. Shai Ben-David discusses density estimation, sample compression schemes, and challenges in statistical learning theory.

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

Steve Brunton

Random Variables and Probability Distributions - From Basics to Distributions

Explore the fundamentals of random variables, from basic coin flip examples to probability distributions, with clear explanations of their role in statistical analysis and calculus applications.

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

Simons Institute

Learning Probability Distributions: What Can and Can't Be Done

Explore statistical learning, focusing on guaranteed generalizations from finite samples and characterizing learnable distribution families. Gain insights into modern paradigms in generalization.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

VinAI

Comparing Probability Distributions with Conditional Transport

Explore conditional transport as a new divergence for comparing probability distributions, with applications in generative modeling and resistance to mode collapse.

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

NPTEL-NOC IITM

Probability Distributions and Climate Data Analysis

Explore probability distribution concepts and their practical applications in analyzing climate data patterns and statistical modeling.

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

NPTEL-NOC IITM

Numerical Examples of Continuous Random Variables and Probability Distributions

Explore numerical examples of continuous random variables, probability density functions, and distributions including Bernoulli and Binomial, with focus on mean, moments, and variance.

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

Multivariate Probability Distributions in R

Learn to analyze, plot, and model multivariate data.

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

Coursera

Using probability distributions for real world problems in R

37 ratings at Coursera

Learn to apply probability distributions to real-world problems using R. Gain practical skills in using Binomial, Poisson, Normal, Exponential, and Chi-square distributions, with visualization techniques for data analysis.

• Coursera
• 1 hour 45 minutes
• On-Demand
• Paid Course

Instituto de Matemática Pura e Aplicada

Geometry of Probability Distributions - Short Course - Lecture 1

Explore a geometria de distribuições de probabilidade, incluindo invariantes diferenciais, funções Omega, teoremas de limite e teoria do valor extremo. Aprenda novas abordagens e insights em probabilidade e geometria.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Introduction to Probability and Data with R

6 reviews

Learn sampling, data exploration, and basic probability using R. Gain practical skills in statistical analysis through hands-on exercises and a final project.

• Coursera
• 14 hours 35 minutes
• On-Demand
• Paid Course

International Centre for Theoretical Sciences

Your Dreams May Come True with MTP2 by Caroline Uhler

Explore multivariate totally positive distributions, their properties, and applications in various fields. Learn about density estimation, ML estimation, and practical uses in portfolio selection and gene networks.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Steve Brunton

The Gamma Distribution: Waiting Time for the r-th Event in a Poisson Process

Explore the gamma distribution, its relationship to exponential distribution, and its derivation as the waiting time for the r-th event in a Poisson process, with practical examples.

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

Applied Algebraic Topology Network

Probabilistic Generative Frameworks for Sampling 3D Complex Shapes and Images

Explore probabilistic frameworks for simulating 2D and 3D shapes, with applications in computational biology. Learn about sub-image selection and shape statistics in cellular imaging and primate mandibular molars.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Inside Livermore Lab

Data-Driven Information Geometry Approach to Stochastic Model Reduction

Explore data-driven information geometry for stochastic model reduction, extending least squares to curved statistical manifolds. Learn adaptive computation techniques for rapidly varying stochastic phenomena.

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