YoVDO

Creating Complex Scientific Workflows that Reach into the Real World - IPAM at UCLA

Offered By: Institute for Pure & Applied Mathematics (IPAM) via YouTube

Tags

Data Management Courses Machine Learning Courses Cheminformatics Courses

Course Description

Overview

Explore the challenges and solutions in creating complex scientific workflows that bridge computational and real-world laboratory environments. Delve into the development of ESCALATE (Experiment Specification, Capture And Laboratory Automation TEchnology), an open-source data management software designed to abstract experiment planning algorithms and facilitate communication between humans and machines. Discover how this system has been applied to partially-automated syntheses of halide perovskites and learn about its features, including cheminformatics descriptor featurizations for machine learning applications. Gain insights into the practical challenges of implementing and maintaining such software in academic settings, and understand the potential for advancing scientific research through improved automation and data management techniques.

Syllabus

Joshua Schrier - Creating Complex Scientific Workflows that Reach into the Real World - IPAM at UCLA


Taught by

Institute for Pure & Applied Mathematics (IPAM)

Related Courses

Introduction to Artificial Intelligence
Stanford University via Udacity
Natural Language Processing
Columbia University via Coursera
Probabilistic Graphical Models 1: Representation
Stanford University via Coursera
Computer Vision: The Fundamentals
University of California, Berkeley via Coursera
Learning from Data (Introductory Machine Learning course)
California Institute of Technology via Independent