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Hands-On Data Science and Machine Learning in Undergraduate Education
Courses | 07 Oct 2020 | Contributor(s): Alejandro Strachan, Saaketh Desai, Juan Carlos Verduzco Gastelum, Michael N Sakano, Zachary D McClure, Joseph M. Cychosz, Jared Gray West
This series of modules introduce key concepts in data science in the context of application in materials science and engineering.
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Micromagnetics and OOMMF Tutorial Series
Courses | 20 Aug 2020 | Contributor(s): Michael Joseph Donahue
Background readingThe following papers provide nice introductions to micromagnetics theory and practice:Micromagnetism by Lukas Exl, Dieter Suess and Thomas Schrefl.General Micromagnetic Theory and Applications, Helmut Kronmüller in Materials Science and Technology, 2019 Wiley-VCH Verlag...
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DRC 2020 Short Course: Devices for IoT – Device Opportunities in the Emerging Era of Internet of Things
Courses | 29 Jun 2020 | Contributor(s): Swaroop Ghosh, Younghyun Kim, Shreyas Sen, Michael Goldflam (editor), Saptarshi Das (editor)
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Hands-on Data Science and Machine Learning Training Series
Courses | 21 Apr 2020 | Contributor(s): Alejandro Strachan, Saaketh Desai, Arun Kumar Mannodi Kanakkithodi
his series of workshops introduces participants to important concepts and techniques in data science and machine learning in the context engineering and physical sciences applications. All workshops include hands-on activities.
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ECE 595AL: Advanced Lithography
Courses | 24 Feb 2020
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ECE 595ML: Machine Learning I
Courses | 17 Jan 2020 | Contributor(s): Stanley H. Chan
Spring 2020 - This course is in productionCourse Website: https://engineering.purdue.edu/ChanGroup/ECE595/index.htmlCourse Outline:Part 1: Mathematical BackgroundLinear Regression and OptimizationPart 2: ClassificationMethods to train linear classifiersFeature analysis, Geometry, Bayesian...
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ECE 595M - Microfabrication Fundamentals
Courses | 17 Jan 2020 | Contributor(s): Minghao Qi
Spring 2020 - This course is in production
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Introduction to Thermoelectricity
Courses | 17 Oct 2019 | Contributor(s): Mark Lundstrom, Ali Shakouri
A short course designed to introduce semiconductor scientists and engineers to thermoelectric science and technology. The first module (by Lundstrom) is on the theory of thermoelectricity with the goal of understanding the thermoelectric transport coefficients. The second module (by Shakouri)...
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Perspectives on High-Performance Computing in a Big Data World
Courses | 30 Sep 2019 | Contributor(s): Fox, Geoffrey C.
This course was deleivered at ACM International Symposium on High-Performance Parallel and Distributed Computing (HPDC).High-Performance Computing (HPC) and Cyberinfrastructure have played a leadership role in computational science even since the start of the NSF computing centers program. Thirty...
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Mini Course on Physical Models
Courses | 04 Sep 2019 | Contributor(s): Bruno Uchoa
This mini-course of four lectures is intended to stimulate undergraduate students to think critically about the the modeling process in physics.
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CHE 597A: Food and Energy Farms - Challenges to Sustainable Production on a Crowded Planet
Courses | 27 Aug 2019 | Contributor(s): Rakesh Agrawal
This course seeks to integrate knowledge from chemical engineering, agricultural engineering, biological engineering, electrical engineering, and agronomy to prepare students to tackle challenges in the food-energy-water nexus.
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ME 697R: Computation Methods for Nanoscale Energy Transport
Courses | 21 Aug 2019 | Contributor(s): Xiulin Ruan
Fall 2019 This Course is in productionThis course provides a detailed presentation of the computational methods used to treat energy transport and conversion in the atomic and nanoscales. The methods include lattice dynamics, molecular dynamics, first principles calculations, Boltzmann transport...
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ME 598: Nanoscale Fabrication & Characterization
Courses | 27 Jun 2019 | Contributor(s): Sungwoo Nam
This course will provide a practical understanding of state-of-the-art nanoscale fabrication and characterization, and the fundamental principles behind these advanced techniques.
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ME 290R: Topics in Manufacturing - Nanoscale Manipulation of Materials
Courses | 27 Mar 2019 | Contributor(s): Taylor, Hayden
This graduate level course surveys sub-micrometer pattern-transfer techniques with applications in semiconductor manufacturing, data storage, photonics, and surface engineering.
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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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ECE 695FO: Fiber Optic Communication
Courses | 14 Jan 2019 | Contributor(s): Peter Bermel
The course will start with a refresher on the operation of key components needed for an effective fiber optic communication system, and then show how these components interact at a system level. Finally, the course will conclude with outlook for future research in extending the capabilities of...
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ME 498: Manufacturing Data and Quality Systems
Courses | 06 Dec 2018 | Contributor(s): Chenhui Shao
ME 498 is a new manufacturing course developed by Dr. Shao. The goal of this course is to provide students, including upper-level undergraduate and graduate students with state-of-the-art manufacturing analytics tools with a focus on quality control applications.
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ECE 695E: An Introduction to Data Analysis, Design of Experiment, and Machine Learning
Courses | 07 Jan 2019 | Contributor(s): Muhammad A. Alam
This course will provide the conceptual foundation so that a student can use modern statistical concepts and tools to analyze data generated by experiments or numerical simulation.
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Opti-500 (Fall 2011)
Courses | 22 Feb 2018 | Contributor(s): CIAN ERC
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NACK Unit 5: Nanotechnology Applications
Courses | 29 Jan 2018 | Contributor(s): NACK Network
This course covers the applications of nano-scale devices and systems and the material chemical, physical, biological, or multiple-property requirements necessitated in these applications.