Active Learning Courses and Certifications

Graham Neubig

CMU Multilingual NLP: Active Learning

Explore active learning in NLP, covering token and sequence-level techniques, uncertainty measures, and human effort considerations for efficient data annotation.

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

Association for Computing Machinery (ACM)

Interpretable Active Learning

Explore interpretable active learning techniques for machine learning models, focusing on transparency and understanding of model decisions in real-world applications.

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

UofU Data Science

Quantifying Learning Algorithms - Comparing Active Learning, Teaching, and Random Labeling - Lecture 6b

Explore how different learning protocols - active learning, teaching, and random labeling - impact concept acquisition and algorithm effectiveness in machine learning.

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

Isaac Newton Institute for Mathematical Sciences

On Feasible Set Estimation with Bayesian Active Learning

Explore Bayesian active learning techniques for feasible set estimation in mathematical sciences applications.

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

USENIX

Calpric - Inclusive and Fine-grain Labeling of Privacy Policies with Crowdsourcing and Active Learning

Innovative approach combining crowdsourcing and active learning for efficient, cost-effective labeling of privacy policies, resulting in more accurate and comprehensive deep learning models with balanced datasets.

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

Roboflow

Active Learning in Computer Vision

Discover techniques for creating active learning pipelines to leverage production data in training advanced computer vision models.

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

BIMSA

DP-GEN: An Optimal Active Learning Protocol for Constructing Interatomic Potentials - Materials Simulation

Explore DP-GEN, an innovative active learning protocol revolutionizing molecular modeling by constructing accurate interatomic potentials. Learn its three-step iterative process and applications in materials simulation.

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

Labroots

Accessible Active Learning and LLMs to Enable Faster Iteration in Process Development and R&D

Discover how active learning frameworks and language models optimize lab automation for protein production, achieving 5x faster production rates and 2x higher protein yields through iterative processes.

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

Confreaks

Beyond Rate Limiting - Building an Active Learning Defense System in Django

Discover advanced Django security techniques by building an active learning defense system that goes beyond traditional rate limiting approaches.

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

Teaching by Design

Let's explore the concept of meta-cognition, meta-teaching and teaching loop.

• OpenLearning
• Self-Paced
• Paid Course

The Social Learning Conference Course 2017

Are you interested in the latest social learning research and practice?

• OpenLearning
• Self-Paced
• Paid Course

Career Certificate

Smart Teaching and Learning with AI

892 ratings at Coursera

Discover foundational and advanced tools for AI-enhanced learning design, from pedagogical frameworks to generative AI integration for engaging, personalized education experiences.

• Coursera
• 12 weeks, 4 hours/week
• Self-Paced
• Paid Course
• 3 courses

Data Science Decisions in Time:Sequential Hypothesis Testing

Explore sequential hypothesis testing for data-driven decision-making, from Chernoff's landmark paper to modern applications in pricing, healthcare, and image analysis.

• Coursera
• 1 day 12 minutes
• Self-Paced
• Paid Course

Blended Learning Toolkit

Comprehensive toolkit for implementing digital education programs, covering project management, course design, filming, and delivery. Includes insights from global leaders and practical guides for various tools.

• Coursera
• 12 hours 39 minutes
• Self-Paced
• Paid Course

How to Create an Online Course

231 ratings at Coursera

Develop practical skills to create engaging, accessible online learning materials. Explore audience targeting, active learning, narrative writing, and digital tools for effective eLearning design.

• Coursera
• 7 hours 38 minutes
• Self-Paced
• Paid Course