Statistical Models Courses and Certifications

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

On the Correspondence Between Statistical Manifolds and Flat F-Manifolds in Hyperboloid Models

Delve into geometric structures in Hyperboloid models, exploring connections between Flat F-manifolds and statistical manifolds through generalized Legendre transforms and their applications.

• YouTube
• 19 minutes
• Self-Paced
• Free Video

Conference GSI

Geodesic Flows of Alpha Connections for Statistical Transformation Models on Compact Lie Groups

Explore geodesic flows of α connections in statistical transformation models on compact Lie groups, advancing understanding of geometric structures in statistics.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

USC Probability and Statistics Seminar

Critical Behaviour in Hierarchical Percolation - Statistical Mechanics Models

Explore critical behavior in hierarchical percolation, examining phase transitions, fractal-like patterns, and critical exponents across dimensions.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

Association for Computing Machinery (ACM)

Resources for Brewing BEIR - Reproducible Reference Models and Statistical Analyses

Explore reproducible reference models and statistical analyses for neural information retrieval using BEIR resources.

• YouTube
• 11 minutes
• Self-Paced
• Free Video

Squid: Schools for Quantum Information Development

On the Role of Entanglement and Statistics in Learning in Quantum Statistical Query Models

Delve into quantum statistical query models and explore the intricate relationships between learning systems using entangled, separable, and statistical measurements in quantum computing.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Institut des Hautes Etudes Scientifiques (IHES)

Generative AI and Diffusion Models - A Statistical Physics Analysis - 3/3

Explore how statistical physics principles explain diffusion models' image generation, uncovering speciation and generalization-memorization transitions through analytical solutions.

• YouTube
• 1 hour 29 minutes
• Self-Paced
• Free Video

Institut des Hautes Etudes Scientifiques (IHES)

Generative AI and Diffusion Models - A Statistical Physics Analysis - 2/3

Explore how statistical physics principles explain diffusion models in generative AI, uncovering speciation and generalization-memorization transitions through analytical solutions.

• YouTube
• 1 hour 31 minutes
• Self-Paced
• Free Video

Institut des Hautes Etudes Scientifiques (IHES)

Generative AI and Diffusion Models - A Statistical Physics Analysis - 1/3

Explore how statistical physics principles explain diffusion models in generative AI, uncovering speciation and generalization-memorization transitions through analytical solutions.

• YouTube
• 1 hour 39 minutes
• Self-Paced
• Free Video

Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Simple Models for a Complex World - Finding Statistical Laws in the Dynamics of Sociality

Discover how simple statistical models reveal hidden patterns in complex social dynamics and human behavior across diverse systems.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Career Certificate

Statistics for Data Analysis

8 ratings at Udacity

Master statistical analysis for data-driven decision-making. Learn descriptive statistics, probability, experimentation, regression, and A/B testing. Apply skills to real-world scenarios using Python.

• Udacity
• 64 hours
• Self-Paced
• Paid Course

Machine Learning with R

Dive into machine learning fundamentals using R. Explore supervised and unsupervised learning, statistical modeling, and various algorithms. Gain practical insights through real-life examples and societal impacts.

• Cognitive Class
• 3 hours
• Self-Paced
• Free Online Course

Linear and Logistic Regression

Master fundamental regression techniques from simple linear models to logistic classification, analyzing variable relationships and building predictive models using Python.

• Udacity
• 20 hours
• Self-Paced
• Paid Course

Business Statistics

Learn statistical analysis, interpret results, and build models for business applications. Gain practical skills in descriptive statistics and data interpretation.

• StraighterLine
• Self-Paced
• Paid Course

Amazon Web Services;  Amazon

AWS SimuLearn: Anomaly Detection

Hands-on AI-powered simulation for designing and implementing anomaly detection solutions on AWS, combining customer interaction practice with live AWS Console experience.

• AWS Skill Builder
• 1 hour
• Self-Paced
• Paid Course

Interpret your statistical data better. Video series covers distributions, hypothesis testing, model fitting, modeling with statistical distributions.

Enhance data interpretation skills through distributions, hypothesis testing, and statistical modeling using Wolfram Language's powerful framework for comprehensive analysis.

• Wolfram U
• 1 hour
• Self-Paced
• Free Online Course