Towards Autonomous AI-based Measurement Systems

Subscribers:
344,000
Published on ● Video Link: https://www.youtube.com/watch?v=NWAweBYreg8



Duration: 54:49
1,410 views
12


The availability of large data sets in software development and easy to use machine learning algorithms open up for new possibilities for measurement programs in large organizations. Instead of manually defining measurement goals, indicators or manually interpret the measurement values, we can use machine learning. In this talk, I will provide the experiences from constructing smart measurement programs (e.g. monitoring product quality) in large organizations like Ericsson or Volvo. This environment, supported by eleven companies, provided us with the possibility to develop the technology for these smart measurement systems and the platform for creating impact – deploying over 40,000 measurement systems and dashboards, self-healing technology and tools for quantifying impact of architecture and requirements changes in car projects.

See more at https://www.microsoft.com/en-us/research/video/towards-autonomous-ai-based-measurement-systems/




Other Videos By Microsoft Research


2018-06-11The democratization of data science with Dr. Chris White
2018-06-06Machine Learning for Placement-insensitive Inertial Motion Capture (ICRA 2018)
2018-06-05Microsoft tests Project Natick, self-sustaining underwater datacenter
2018-06-05Fireside Chat with Dawn Woodard
2018-05-29AI and Our Future With Machines with Dr. Eric Horvitz
2018-05-29Snippets from the Revolution – An Interview with Dr. Jaime Teevan
2018-05-29PNW PLSE Workshop: Helping Designers Explore the Space of Layout Variations with Constraints
2018-05-29NW-NLP 2018: Annotation Artifacts in Natural Language Inference Data
2018-05-29Unsupervised Discovery of Objects and their Interactions for Common-Sense Physical Reasoning
2018-05-29NW-NLP 2018: Ben Taskar Invited Talk; Learning and Reasoning about the World using Language
2018-05-29Towards Autonomous AI-based Measurement Systems
2018-05-29NW-NLP 2018: Compositional Language Modeling for Icon-Based Augmentative & Alternative Communication
2018-05-28Matching and Dynamic Pricing in Ride-Hailing Platforms
2018-05-28Cryptographic Program Obfuscation: Current Capabilities and Challenges
2018-05-28On Gradient-Based Optimization: Accelerated, Stochastic and Nonconvex
2018-05-28NW-NLP 2018: Adverbial Clausal Modifiers in the LinGO Grammar Matrix
2018-05-23Advancing Accessibility with Dr. Meredith Ringel Morris
2018-05-18ISCA 2018 Lightning Talk: Project Brainwave
2018-05-16Not Lost in Translation with Arul Menezes
2018-05-15Clouds, catapults and life after the end of Moore’s Law with Dr. Doug Burger
2018-05-15Machine learning and the incredible flying robot with Dr. Ashish Kapoor



Tags:
microsoft research