Statistical Analysis Courses and Certifications

Introduction to Data Analytics

20711 ratings at Coursera

Learn data analysis fundamentals, tools, and processes. Explore the data ecosystem, career opportunities, and gain practical skills through hands-on projects. Suitable for beginners.

• Coursera
• 11 hours 13 minutes
• Self-Paced
• Paid Course

Sidney Redner on Statistics and Everyday Life

Explore everyday phenomena through statistical analysis, revealing hidden patterns in parking, elevators, and sports. Learn how complex systems research uncovers universal principles in daily life.

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

Dealing with Rare and Extreme Space Weather Events

Explore rare space weather phenomena, their impacts, and analysis methods with NASA expert Dan Fry. Learn about solar dips, radiation effects, and statistical approaches to extreme events.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

International Mathematical Union

Second and Higher Order Statistical Methods in Some Once Differentiable Problems

Explores advanced statistical methods for high-dimensional data analysis, including bias correction in linear regression, bootstrap techniques for distribution approximation, and functional estimation of mean vectors.

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

International Mathematical Union

Elchanan Mossel: Combinatorial Statistics and the Sciences

Explore the intersection of combinatorial statistics and scientific applications with insights from renowned mathematician Elchanan Mossel in this thought-provoking lecture.

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

Fields Institute

Using Statistical Methods and Reproducible Tools to Gain New Insights from Biomed and Public Health Data

Learn statistical methods and reproducible tools for analyzing biomedical and public health data, gaining valuable insights for research and decision-making in healthcare.

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

Computational Genomics Summer Institute CGSI

Using Classical Algorithms for Modern Applications: MCMC for Tail Calculations, EM - Lecture

Explore classical algorithms applied to modern challenges: MCMC for tail probability estimation and EM for PET reconstruction. Gain insights into innovative adaptations of established methods for cutting-edge problems.

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

Alan Turing Institute

Langevin Monte Carlo: Randomized Midpoint Method Revisited

Explore advanced Langevin Monte Carlo techniques, focusing on the Randomized Midpoint method's superior sampling error guarantees and recent improvements for high-dimensional target distributions.

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

Alan Turing Institute

Fast and Optimal Low-Rank Tensor Regression via Importance - Garvesh Raskutti, UW-Madison

Explore low-rank tensor regression using importance sketching for efficient high-dimensional data analysis, with theoretical guarantees and practical applications in neuroimaging.

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

Alan Turing Institute

On the Propagation of Uncertainty in Network Summaries - Eric Kolaczyk, Boston University

Explore uncertainty propagation in network summaries, focusing on characterization and estimation. Learn about complex networks, noise analysis, and applications in gene coexpression networks.

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

International Centre for Theoretical Sciences

Point Estimation Combining Measurements and Fitting - Lecture 2

Explore advanced statistical techniques for point estimation, measurement combination, and data fitting in high-energy physics, enhancing analysis skills for complex experimental data.

• YouTube
• 1 hour 32 minutes
• Self-Paced
• Free Video

Simons Institute

Distribution Testing - Hypothesis Testing from Very Little or Very Private Data

Explore hypothesis testing techniques for distribution analysis using limited or private datasets, focusing on sublinear algorithms and their applications in data science.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Tools of High Dimensional Data - Lecture 3

Explore high-dimensional data analysis techniques with Bruce Walsh, focusing on advanced tools and methods for complex datasets in biological evolution and genetics.

• YouTube
• 1 hour 42 minutes
• Self-Paced
• Free Video

Computational Genomics Summer Institute CGSI

Examples of MM Algorithms - CGSI 2024

Explore MM algorithms through practical examples, enhancing understanding of their applications in statistics, signal processing, and machine learning.

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

NPTEL-NOC IITM

Multivariate Hypothesis: Covariance and Correlation

Explore the concepts of covariance and correlation in multivariate hypothesis testing, understanding their statistical relationships and applications.

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