Material

Keynotes

Tuesday, April 20th: Introductory and Big-Picture Talks 1/2 2/2

Tuesday, April 22nd: Keynotes focusing on Methods, Math, and Algorithms 1/2 2/2

Slides

Mykel J. Kochenderfer, Probabilistic Models and Algorithms for Discovery

Masafumi Fukuto: Autonomous X-ray Scattering Experiments at Synchrotron Beamlines


If a link is broken please reach out to MarcusNoack@lbl.gov

Read The Report

DOE_AD_Workshop_Report (1).pdf

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:

  1. Emerging Mathematics for Autonomy: Recording Slides

  2. Mathematical Optimization: Recording

Slides:

  1. Data Analytics & Infrastructure: Recording Slides

Thursday, April 22nd

  1. Autonomous Synthesis & Materials Discovery: Recording

Slides

  1. Autonomous Robotics & Remote Access: Recording

Slides

  1. Autonomous Discovery in Microscopy: Recording

Slides

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

  2. Autonomous Discovery in Spectroscopy: Recording

Slides

  1. Autonomous Discovery in Neutron Scattering: Recording

Slides:

Software Tutorials



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


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