Interpretable AI Courses and Certifications

Inside Livermore Lab

Towards Third Wave AI: Interpretable, Robust Trustworthy Machine Learning

Explore new theories and algorithms for complex dynamical systems, creating trustworthy AI for real-time prediction and national security applications. Learn about innovative neural networks and physics-integrated models.

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

Machine Learning and AI Foundations: Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions

121 ratings at LinkedIn Learning

Learn best practices for how to produce explainable AI and interpretable machine learning solutions.

• LinkedIn Learning
• 2 hours 10 minutes
• On-Demand
• Free Trial Available

Interpretable Machine Learning

29 ratings at Coursera

Develop transparent and trustworthy AI solutions using interpretable machine learning techniques. Master regression models, decision trees, neural networks, and mechanistic interpretability for responsible AI in high-risk domains.

• Coursera
• 13 hours 33 minutes
• On-Demand
• Paid Course

Fields Institute

From Quantum Picturalism to Scalable, Interpretable and Efficient Quantum AI

Discover how quantum picturalism leads to scalable, interpretable, and efficient quantum AI through advanced mathematical frameworks and practical applications.

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

Association for Computing Machinery (ACM)

Empower an End-to-End Scalable and Interpretable Data Science Ecosystem Using Statistics, AI and Domain Science

Explore scalable, interpretable data science using statistics, AI, and domain expertise. Gain insights from Harvard professor Xihong Lin on analyzing complex genomic and health data.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Divide and Conquer - Concept-based Models for Efficient Transfer Learning

Exploring concept-based interpretable AI models for efficient transfer learning in healthcare, focusing on generalizability and minimal data requirements for domain adaptation in medical imaging.

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

Neurosymbolic Programming for Science

Introduction to Symbolic Regression with PySR and SymbolicRegression.jl - Workshop 2

Discover human-interpretable symbolic models using PySR. Learn the search algorithm, explore scientific applications, and practice with interactive coding examples. Translate deep neural networks into interpretable scientific language.

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

1littlecoder

Partial Dependence Plots in Machine Learning Explainability - Day 17 of Kaggle's 30 Days of ML

Explore Partial Dependence Plots for interpretable machine learning. Learn to visualize, build, and interpret PDPs, including 2D plots, to enhance model explainability and insights.

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

Paul G. Allen School

Building Machines that Discover Generalizable, Interpretable Knowledge

Exploring program induction as a path to human-like AI, focusing on systems that learn generalizable, interpretable knowledge from limited experience across diverse problem domains.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

The Full Stack

ML Testing & Explainability - Full Stack Deep Learning - Spring 2021

Explore ML testing and explainability techniques to enhance model performance, build confidence, and understand limitations. Learn software testing practices, CI/CD, and interpretable AI approaches.

• YouTube
• 1 hour 41 minutes
• On-Demand
• Free Video

Bolei Zhou

Interpretable Representation Learning for Visual Intelligence

Explore interpretable representation learning in deep neural networks for visual intelligence, covering object classification, scene recognition, and network visualization techniques.

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

Alan Turing Institute

Machine Learning in Healthcare - From Interpretability to Human-Machine Partnership

Exploring interpretable machine learning in healthcare, proposing a framework for developing models based on user needs, and discussing potential applications for understanding and empowering human decision-making.

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

Data Science Festival

Forecasting Online Demand for Labour Planning

Learn to forecast online sales demand using data science for accurate resource planning in fulfilment centres, reducing costs and improving delivery times.

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

Toronto Machine Learning Series (TMLS)

The Importance of Intelligibility in Machine Learning for Healthcare - Avoiding Black-Box Models

Explore intelligible machine learning models for healthcare, balancing accuracy and interpretability. Learn to understand, validate, and edit models for safe deployment in critical applications.

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

Uncertainty in Artificial Intelligence

Learning Algorithms in Uncertainty and AI - Session 5

Explore cutting-edge research on cost-sensitive failure recognition, interpretable decision trees, and Bayesian active learning in AI. Gain insights into advanced learning algorithms and their applications.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video