Statistical Inference Courses and Certifications

Finnish Center for Artificial Intelligence FCAI

Robust and Sample-Efficient Simulation-Based Inference

Explore robust and sample-efficient methods for simulation-based inference, addressing model misspecification and computational limitations in scientific and engineering applications.

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

Institut Henri Poincaré

When Your Big Data Seems Too Small: Accurate Inferences Beyond the Empirical Distribution - Part 2

Explore advanced techniques for accurate distribution inferences with limited data. Learn to de-noise empirical distributions, estimate population spectra, and recover low-rank matrix approximations.

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

Institut Henri Poincaré

Infer Global, Predict Local - Bias-Variance Theory for Protein Genotype-to-Phenotype Mapping

Explore bias-variance theory in protein genotype-to-phenotype mapping, focusing on global inference and local prediction techniques.

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

UofU Data Science

Probabilistic Graphical Models and Mean Field Inference - Lecture 20

Dive into advanced data science concepts including local version inference, alternating updates, and mean field version updates for practical applications in graphic models and word distribution.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Broad Institute

Data Thinning to Avoid Double Dipping in Statistical Analysis - Lecture 1

Explore data thinning techniques to prevent double dipping in statistical analysis, with applications in single-cell RNA sequencing and unsupervised learning problems.

• YouTube
• 1 hour 32 minutes
• On-Demand
• Free Video

BIMSA

Stochastic Modeling and Statistical Inference for Advancing Biomedical Insights

Explore stochastic modeling and statistical inference applications in single-cell biology, including HIV dynamics and preimplantation genetic testing for monogenetic diseases.

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

BIMSA

Chinese Restaurant Process and Statistical Inference

Explore Chinese Restaurant process and statistical inference with Prof. Kiranmoy Das, covering Bayesian modeling and longitudinal data analysis applications.

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

Computational Genomics Summer Institute CGSI

Independence Tests and Dependence Measures for Unbiased and Biased Samples

Explore independence tests and dependence measures for unbiased and biased samples. Learn statistical techniques to analyze relationships between variables in genomic data.

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

Chongqing University

数理统计

数理统计是随机数学的主要部分之一，它以概率论为基础，研究如何有效地获取、整理和分析带随机性影响的观测数据，如何依据观测数据对随机变量的性质和特征做出合理的推断。

• XuetangX
• On-Demand
• Free Online Course

Huazhong University of Science and Technology

数理统计

Master 数理统计基础知识和应用技能，从经典统计方法到现代数据分析，培养统计思维和软件应用能力，为各领域数据分析提供理论支撑和实践工具。

• XuetangX
• On-Demand
• Free Online Course

สถิติธุรกิจ (สถิติเรื่องใกล้ตัว...ไม่น่ากลัวอย่างที่คิด) | Business Statistic

เรียนรู้การประยุกต์ใช้สถิติในธุรกิจ ฝึกรวบรวม วิเคราะห์ และนำเสนอข้อมูลด้วยเทคโนโลยีสมัยใหม่ เหมาะสำหรับผู้สนใจพัฒนาทักษะการตัดสินใจด้วยข้อมูล

• ThaiMOOC
• On-Demand
• Free Online Course

非参数统计

Dive into nonparametric statistics through theoretical concepts and practical programming, covering hypothesis testing, robust estimation, and machine learning applications with R and Python implementations.

• XuetangX
• On-Demand
• Free Online Course

Banach Center

Wnioskowanie Statystyczne dla Modeli Niezawodności Oprogramowania

Poznaj metody wnioskowania statystycznego w modelach niezawodności oprogramowania. Zgłęb techniki analizy i oceny niezawodności systemów informatycznych.

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

Banach Center

Statistical Inference for Elementary Oscillator-Based True Random Number Generators

Poznaj metody statystycznego wnioskowania dla generatorów liczb losowych opartych na oscylatorach elementarnych.

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

Probability - The Science of Uncertainty and Data

34 reviews

Build foundational knowledge of data science with this introduction to probabilistic models, including random processes and the basic elements of statistical inference -- Part of the MITx MicroMasters program in Statistics and Data Science.

• edX
• 16 weeks, 10-14 hours a week
• On-Demand
• Free Online Course (Audit)

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