Multivariate Analysis Courses and Certifications

Simons Institute

Continuous Algorithms - Sampling and Optimization in High Dimension

Explore high-dimensional sampling and optimization techniques, including cutting plane methods, interior-point algorithms, and Riemannian Hamiltonian Monte Carlo, with insights on complexity and open problems.

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

Simons Institute

Recent Developments in Supervised Learning With Noise

Explore recent advancements in supervised learning with noise, focusing on high-dimensional scenarios, noise models, and innovative techniques to overcome learning challenges.

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

Simons Institute

Statistical Physics and Computation in High Dimension

Explore high-dimensional statistical physics and computation, covering sampling, minimization, and replica methods with applications in finance and algorithms.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

MITCBMM

Unsupervised Discovery of Temporal Sequences in High-Dimensional Datasets

Explore unsupervised discovery of temporal sequences in high-dimensional datasets using seqNMF, a tool extending convolutional NMF. Learn to extract and validate neural sequences from large-scale recordings.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Simons Institute

Tensor Graphical Models for Complex and High Dimensional Data

Explore advanced statistical methods for analyzing complex, high-dimensional data using tensor graphical models, with applications in algorithmic inference and combinatorial structures.

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

Simons Institute

Learning Ising Models from One, Ten or a Thousand Samples

Explore statistical learning theory and Ising models, focusing on sample complexity and efficient algorithms for learning in high-dimensional settings.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Great Learning

Statistics for Data Science with Gen AI and ChatGPT - Full Course (2024)

Master essential statistical concepts and techniques for data science, including descriptive analysis, correlation, regression, and leveraging AI tools for advanced insights.

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

GOTO Conferences

Lessons from a Hyperscaler - Observability and Chaos Engineering

Explore the evolution of observability in hyperscale companies, from chaos engineering to modern tooling. Learn key concepts and economic pillars driving complex system management.

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

Chemometrics & Machine Learning in Copenhagen

ASCA in One Hour

Explore Anova Simultaneous Components Analysis (ASCA), a powerful tool for analyzing multivariate data from designed experiments, in this comprehensive one-hour overview.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

New to Anomaly Detector: Multivariate Capabilities - AI Show Live Episode 11

Explore Anomaly Detector's new multivariate capabilities for detecting anomalies across multiple data streams. Learn about use cases, APIs, model training, and real-world applications in this informative session.

• YouTube
• 2 hours 5 minutes
• Self-Paced
• Free Video

Devoxx

Neural Networks and Brains

Explore deep learning for lung cancer survival prediction using convolutional networks, multi-scale data, and clinical parameters. Learn about noise-based robustness and priming techniques for improved model performance across cohorts.

• YouTube
• 48 minutes
• Self-Paced
• Conference Talk

Broad Institute

Diffusion Models Towards High-Dimensional Generative Optimization

Explore diffusion models for high-dimensional generative optimization in AI, focusing on biomedical applications and machine learning advancements.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Broad Institute

Neural Optimal Transport for Inferring Single-Cell Responses to Perturbations

Explore neural optimal transport methods for predicting single-cell responses to perturbations, uncovering insights into molecular processes and treatment outcomes at unprecedented resolution.

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

AnalystPrep

Minimums and Maximums in Order Statistics for SOA Exam P

Master the concepts of order statistics, focusing on determining minimum and maximum distributions from independent random variables for SOA Exam P preparation.

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

AnalystPrep

Covariance and Correlation for Multivariate Random Variables - SOA Exam P

Master the calculation and interpretation of covariance and correlation coefficients for discrete random variables, including key properties and practical applications for SOA Exam P preparation.

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