Resampling Courses and Certifications

Ned Rush

Octatrack Tutorial - Resampling Parts for Live Remixing

Master resampling techniques on the Elektron Octatrack for dynamic live remixing, exploring creative possibilities and workflow strategies for endless musical variations.

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

photoshopCAFE

Understand Resolution in Photoshop

Learn to grasp image size and resolution in Photoshop, including DPI, PPI, screen resolution, and resampling. Gain insights on viewing images and understanding size differences.

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

Introduction to Statistics

4278 ratings at Coursera

You will gain the foundational skills that prepare you to pursue more advanced topics in statistical thinking and machine learning.

• Coursera
• 14 hours 6 minutes
• On-Demand
• Paid Course

Manipulating Time Series Data in Python

29 ratings at DataCamp

In this course you'll learn the basics of working with time series data.

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

Intermediate Statistical Modeling in R

In this follow-up course, you will expand your stat modeling skills from the introduction and dive into more advanced concepts.

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

Resampling, Selection and Splines

Explore advanced statistical learning techniques for data science, including resampling methods, model optimization, and non-linear approaches to enhance prediction accuracy and interpretability.

• Coursera
• 15 hours 56 minutes
• On-Demand
• Paid Course

PCS Institute for Basic Science

Machine Learning and Resampling for Stochastic Parameterization with Memory

Explore machine learning and resampling techniques for stochastic parameterization with memory in multiscale dynamical systems, focusing on overcoming challenges in long-memory scenarios.

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

Microcredential

Hands-on Approaches to Handling Data Imbalance

Master techniques for handling imbalanced datasets through data preparation, advanced resampling methods, specialized algorithms, and proper evaluation metrics to build robust ML models.

• CodeSignal
• 6 hours
• On-Demand
• Free Certificate
• 3 courses

Handling Unbalanced Datasets

Master practical techniques to identify class imbalance and apply undersampling, oversampling, and advanced resampling strategies for better model performance on imbalanced data.

• CodeSignal
• 2 hours
• On-Demand
• Free Certificate

Regression and Classification

16 ratings at Coursera

Explore statistical modeling concepts, including regression, classification, and unsupervised techniques. Learn when to use specific models, how to tune them, and understand trade-offs for informed decision-making.

• Coursera
• 1 day 10 hours 50 minutes
• On-Demand
• Paid Course

Particle Filters (and Navigation)

Learn to develop and implement particle filters for nonlinear state estimation, focusing on Monte-Carlo integration, importance sampling, and resampling techniques. Apply these skills to solve indoor navigation problems.

• Coursera
• 21 hours 55 minutes
• On-Demand
• Paid Course

Coursera

Automate, Analyze, and AI Feedback

Master building resilient MLOps systems with Human-in-the-Loop pipelines, advanced model evaluation, and automated retraining to combat model drift and ensure lasting AI performance.

• Coursera
• 2 hours 35 minutes
• On-Demand
• Paid Course

sentdex

Data Analysis with Python and Pandas

Master data manipulation, analysis, and visualization using Python's powerful Pandas library through hands-on projects covering dataframes, merging, statistical analysis, and machine learning integration.

• YouTube
• 3 hours 43 minutes
• On-Demand
• Free Video

Nvidia

Light Resampling in Practice with RTXDI - Part 2

Explore practical light resampling with RTXDI, covering dynamic mesh lights, emission profiles, and ReSTIR techniques to effectively sample millions of area lights for improved rendering quality.

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

Julia Silge

Estimate Change in CEO Departures With Bootstrap Resampling

Explore bootstrap resampling with tidymodels to analyze trends in CEO departures, using generalized linear models and #TidyTuesday data.

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