Sampling Courses and Certifications

Simons Institute

Computational Optimal Transport

Explore geometric methods in optimization and sampling, focusing on computational optimal transport techniques and their applications in machine learning and data analysis.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Video

Simons Institute

Geodesic Convexity and Optimization

Explore geodesic convexity and its applications in optimization, delving into geometric methods for solving complex problems in high-dimensional spaces.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Simons Institute

Optimization on Manifolds

Learn techniques for optimizing functions on smooth manifolds, exploring applications in machine learning and data science with practical examples and toolbox demonstrations.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Simons Institute

Towards Practical Distribution Testing

Explore practical algorithms for testing statistical correctness of samplers in high-dimensional settings, focusing on grey-box models and conditional sampling for efficient TV distance estimation.

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

Become a Probability & Statistics Master

14397 ratings at Udemy

Learn everything from Probability & Statistics, then test your knowledge with 600+ practice questions

• Udemy
• 15 hours 12 minutes
• On-Demand
• Paid Course

Sampling People, Networks and Records

109 ratings at Coursera

Explore rigorous sampling methods for research, including random, cluster, stratified, and multistage techniques. Learn to select representative samples and estimate uncertainty in data collection.

• Coursera
• 1 day 1 hour 40 minutes
• On-Demand
• Paid Course

Intro to Audit Sampling & GAAP Reporting | Breezy CPA

784 ratings at Udemy

Learn Auditing & Accounting from Scratch from a Certified Public Accountant, CPA

• Udemy
• 1 hour 58 minutes
• On-Demand
• Paid Course

Wondrium

Sampling and Probability - Learning Statistics: Concepts and Applications in R

Explore sampling, probability, and statistical tools for extracting key information from data. Learn about data collection, probabilistic reasoning, and practical applications of Bayes' Rule in everyday life.

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

Foundations of Inference in Python

Get hands-on experience making sound conclusions based on data in this four-hour course on statistical inference in Python.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Simons Institute

Geometric Aspects of Sampling and Optimization

Explore geometric perspectives on sampling and optimization techniques, uncovering insights for data science applications and algorithm design.

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

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
• On-Demand
• Free Video

NPTEL-NOC IITM

Types of Sampling Strategies - Probabilistic and Non-Probabilistic Sampling

Explore different sampling strategies including non-probabilistic and probabilistic methods for effective data collection and analysis.

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

Ned Rush

Scratchy Sampling Techniques in Ableton Live with Max For Live

Master scratching techniques in Ableton Live using Max For Live, exploring innovative sampling methods and creative sound design for electronic music production.

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

EDMProd

9 Ways to Start a Song - From Structure to Sampling for Electronic Music Production

Discover practical techniques to overcome creative blocks and kickstart your music production, from structuring to sampling, chord progressions, and rhythm building.

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

Steve Brunton

Monte Carlo Sampling and Bootstrapping in Bayesian Inference

Explore Monte Carlo sampling techniques and bootstrapping methods for Bayesian inference through practical algorithms and coin flip demonstrations.

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