Probability Distributions Courses and Certifications

Gautam Varde

Gamma Distribution Problems and Numericals - Probability Theory

Solve complex gamma distribution problems and enhance your understanding of probability theory through practical numericals and advanced mathematical concepts.

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

Gautam Varde

Two-Dimensional Conditional Probability Distribution - Advanced Mathematics

Explore 2D conditional probability distribution with numerical examples, essential for engineering and science students in probability and statistics.

• YouTube
• 10 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

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

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

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

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

Professor Leonard

A Study of Probability Distributions, Mean, and Standard Deviation

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

• YouTube
• 1 hour 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

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

Statistics 110 - Probability

Comprehensive introduction to probability theory, covering fundamental concepts, distributions, and applications. Ideal for understanding statistics, science, and randomness in various fields.

• YouTube
• 1 day 3 hours
• On-Demand
• Free Video

Deep Generative Models - Normalizing Flows - Lecture 9

Explore normalizing flows in deep generative models, focusing on their principles, applications, and recent advancements in this Stanford lecture by Prof. Stefano Ermon.

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

Stanford CS236: Deep Generative Models - Lecture 7 - Normalizing Flows

Explore normalizing flows in deep generative models with Stanford's Stefano Ermon. Learn advanced techniques for creating flexible and expressive probability distributions in machine learning.

• YouTube
• 1 hour 23 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 15 minutes
• On-Demand
• Free Online Course (Audit)

Modeling Risk and Realities

2198 ratings at Coursera

Learn to create quantitative models for informed decision-making in complex, uncertain situations. Develop skills in optimization, risk management, and predictive modeling to make data-driven choices in various business scenarios.

• Coursera
• 7 hours 25 minutes
• On-Demand
• Free Online Course (Audit)