Breakout Sessions

Tuesday, April 20th

1. Gaussian Processes: Recording Slides

2. Reinforcement Learning: Recording Slides

3. Neural Nets: Recording Slides

4. Uncertainty Quantification: Recording

Slides:

• mystic: software for autonomous discovery, design, and control under uncertainty

5. Emerging Mathematics for Autonomy: Recording Slides

6. Mathematical Optimization: Recording

Slides:

• Surrogate optimization for HPC applications

7. Data Analytics & Infrastructure: Recording Slides

Thursday, April 22nd

1. Autonomous Synthesis & Materials Discovery: Recording

Slides

• Physics vs Data: How to Effectively Explore Compositionally Complex Alloys

2. Autonomous Robotics & Remote Access: Recording

Slides

• Multimodal measurement software to control experiments

3. Autonomous Discovery in Microscopy: Recording

Slides

• SEM IMAGE DENOISING WITH UNSUPERVISED MACHINE LEARNING FOR BETTER DEFECT INSPECTION AND METROLOGY

4. Autonomous Discovery in X-Ray Scattering: Recording Slides

5. Autonomous Discovery in Spectroscopy: Recording

Slides

• AUTONOMOUS ADAPTIVE DATA ACQUISITION FOR SCANNING HYPERSPECTRAL IMAGING

6. Autonomous Discovery in Neutron Scattering: Recording

Slides:

• Autonomous Triple-axis Experiments with Log-Gaussian Processes

• Interpretable, Calibrated Machine Learning for Neutron Scattering

Software Tutorials

CAMEO: Accelerate Materials Discovery with Physics-informed Bayesian Active Learning recording

AtomAI: Open-Source Software Package for Atomic Scale and Mesoscale Microscopy recording

Automated Recommendation Tool (ART): Design of Experiments via Probabilistic Predictive Modeling recording slides

Summit: Accelerating Reaction Optimization using Machine Learning recording recording slides

Programming on remote HPC services: A walk-through of how to leverage low-level services and execute code on HPC recording

How to GET novel perovskites: using the ESCALATE open-source laboratory automation tool’s REST API to drive the discovery of materials recording

Integrating black-box ML models with Bluesky recording

Atinary SDLabs: An end-to-end AI/ML cloud-based platform that enables self-driving labs and accelerates process optimization and materials discovery recording

DataFed – a cross-facility scientific data management system recording slides

Lightning Talks

Download Recording