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Machine Learning in Materials Science: Image Analysis Using Convolutional Neural Networks in MatCNN
Courses | 03 Nov 2021 | Contributor(s):: Tiberiu Stan, Jim James, Nathan Pruyne, Marcus Schwarting, Jiwon Yeom, Peter Voorhees, Ben J Blaiszik, Ian Foster, Jonathan D Emery
This course introduces fundamental concepts of artificial intelligence within the context of materials science and image segmentation. The two-week module was taught as part of a Computational Methods in Materials Science course at Northwestern University. The module is aimed at...
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MSEN 201 Introduction to Materials Science & Engineering
Courses | 13 Feb 2019 | Contributor(s):: Patrick J Shamberger
Fundamental principles of materials science and engineering and their application toward complex engineering challenges; relationship between materials structure and structural and functional properties of engineered materials; property-performance relationships; principle classes of materials,...
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Illinois ECE 598EP Hot Chips: Atoms to Heat Sinks
Courses | 27 Jan 2009 | Contributor(s):: Eric Pop
This course pursues a parallel treatment of electrical and thermal issues in modern nanoelectronics, from fundamentals to system-level issues. Topics include energy transfer through electrons and phonons, mobility and thermal conductivity, power dissipation in modern devices (CMOS, phase-change...
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Illinois MatSE485/Phys466/CSE485 - Atomic-Scale Simulation
Courses | 27 Jan 2009 | Contributor(s):: David M. Ceperley
THE OBJECTIVE is to learn and apply fundamental techniques used in (primarily classical) simulations in order to help understand and predict properties of microscopic systems in materials science, physics, chemistry, and biology. THE EMPHASIS will be on connections between the simulation...
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Illinois MATSE 280: Introduction to Engineering Materials
Courses | 18 Aug 2008 | Contributor(s):: Duane Douglas Johnson
This course introduces you to the materials science and engineering of metals, ceramics, polymers, and electronic materials. Topics include: bonding, crystallography, imperfections, phase diagrams, properties and processing of materials. Case studies are used when...