Material

Here we will collect all material the speakers are willing to share. We will add the material as it becomes available.

Keynotes

Tuesday, April 20th: Introductory and Big-Picture Talks (Recording)

Tuesday, April 20th: Keynotes focusing on Methods, Math, and Algorithms (Recordings)

Download Slides here (soon)

Breakout Sessions

Tuesday, April 20th

Gaussian Processes: Recording Slides

Reinforcement Learning: Recording Slides

Neural Nets: Recording Slides

Uncertainty Quantification: Recording Slides

Emerging Mathematics for Autonomy: Recording Slides

Mathematical Optimization: Recording Slides

Data Analytics & Infrastructure: Recording Slides

Thursday, April 22nd

Autonomous Synthesis & Materials Discovery: Recording Slides

Autonomous Robotics & Remote Access: Recording Slides

Autonomous Discovery in Microscopy: Recording Slides

Autonomous Discovery in X-Ray Scattering: Recording Slides

Autonomous Discovery in Spectroscopy: Recording Slides

Autonomous Discovery in Neutron Scattering: Recording Slides

Software Tutorials

Recordings: Software for Autonomous Control Software for Analysis and Infrastructure

gpCAM: Flexible, Powerful, and Easy-to-Use GP-based Physics-Aware Autonomous Data Acquisition


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

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

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

Summit: Accelerating Reaction Optimization using Machine Learning

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

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

Integrating black-box ML models with Bluesky

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

DataFed – a cross-facility scientific data management system