class: center, middle ## IMSE 440 ## Applied Statistical Models in Engineering
## Course introduction --- class: split-60 .column[ ## About the instructor
Fred Feng
Assistant Professor @ IMSE Website: [umich.edu/~fredfeng](http://umich.edu/~fredfeng) Research group: [fenggroup.org](https://fenggroup.org/) ] .column[
 ] --- class: center, middle # Course website .huge[[imse440.org](https://imse440.org)] --- # Canvas is used for
- Announcements - Lecture materials - Homework - Project submissions - Grades --- # Some general study tips - Type along - Learning by doing .center[] --- # Some general study tips - The homework are meant to be an essential part of your learning experience. - Start early. -- - Ask for help. - Take advantage of the office hours or email us. -- - Back up your work (homework, project) - [Dropbox at UM](https://its.umich.edu/communication/collaboration/dropbox) --- # Why programming in applied statistics?
- Flexibility & customization - Reproducible research - Collaborative work - Version control --- .center[] # Why Python? - Open source, free, and widely available - Massive open-source community --- # Why Python? - ### Extensive libraries - [NumPy](https://numpy.org/) - [SciPy](https://www.scipy.org/) - [pandas](https://pandas.pydata.org/) - [statsmodels](https://www.statsmodels.org/) - [scikit-learn](https://scikit-learn.org/) - and many more --- class: middle, center .center[]
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--- # Why Python? - ### Beginner friendly - "High-level" programing language - Intuitive syntax -- .center[]
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--- # Why Python? - ### Widely popular - [IEEE: Top Programming Languages 2022](https://spectrum.ieee.org/top-programming-languages-2022) - [TIOBE index](https://www.tiobe.com/tiobe-index/) - [Widely used in industry](https://scikit-learn.org/stable/testimonials/testimonials.html) - [Job qualifications](https://midas.umich.edu/careers/) --- # JupyterLab To run Python, we will use a web-based development environment called [JupyterLab](https://jupyter.org/). --- # Local recourses for data science
- [Michigan Institute for Data Science (MIDAS)](https://midas.umich.edu/) - [Software Carpentry at the University of Michigan](https://umcarpentries.org/) --- # Assignments - [Software setup](https://imse440.org/software-setup.html) - Read the [syllabus](https://imse440.org/syllabus.html) in its entirety - [Course survey](https://forms.gle/1g7Jka2CAsoR5w9C8)