STATS 315 / DATA SCI 315 Lab

This is an introductory deep learning course using the Python programming language and the TensorFlow deep learning library. The main course page is up at: https://yixinwang.github.io/courses/deeplearning/fall22/deeplearning22f.html. See the complete information about the class on that site. Here, we will list the lab schedule, corresponding Google Colab notebooks, and any supplemental material that may be of interest to students.

GSI Information

Name: Yash Patel
Office Hours: Tuesday 2:00 - 3:00 EST, Friday 2:00 - 4:00 EST
Office Hours Zoom: https://umich.zoom.us/j/8156258865
Email: yppatel@umich.edu

Name: Easton Hutch
Office Hours: Monday 2:00 - 4:00 EST, Thursday 4:00 - 5:00 EST
Office Hours Zoom: https://umich.zoom.us/j/92369910945
Email: ekhuch@umich.edu

Academic Integrity

The University of Michigan community functions best when its members treat one another with honesty, fairness, respect, and trust. The college promotes the assumption of personal responsibility and integrity, and prohibits all forms of academic dishonesty and misconduct. All cases of academic misconduct will be referred to the LSA Office of the Assistant Dean for Undergraduate Education. Being found responsible for academic misconduct will usually result in a grade sanction, in addition to any sanction from the college. For more information, including examples of behaviors that are considered academic misconduct and potential sanctions, please see https://lsa.umich.edu/lsa/academics/academic-integrity.html

Accommodation for Students with Disabilities

If you think you need accommodation for a disability, please let me know at your earliest convenience. Some aspects of this course, the assignments, the in-class activities, and the way the course is usually taught may be modified to facilitate your participation and progress. As soon as you make me aware of your needs, we can work with the Office of Services for Students with Disabilities (SSD) to help us determine appropriate academic accommodations. SSD (734-763-3000; http://ssd.umich.edu/) typically recommends accommodations through a Verified Individualized Services and Accommodations (VISA) form. Any information you provide is private and confidential and will be treated as such.

Mental Health and Well-Being

Students may experience stressors that can impact both their academic experience and their personal well-being. These may include academic pressures and challenges associated with relationships, mental health, alcohol or other drugs, identities, finances, etc. If you are experiencing concerns, seeking help is a courageous thing to do for yourself and those who care about you. If the source of your stressors is academic, please contact me so that we can find solutions together. For personal concerns, U-M offers a variety of resources, many which are listed on the Resources for Student Well-being webpage. You can also search for additional well-being resources here.

Schedule

Lab No.DateLab LinksLab Solutions
01Sep 1Basic PythonBasic Python
02Sep 8Basic TFBasic TF
03Sep 15RegressionRegression
04Sep 22ClassificationClassification
05Sep 29Sample ProjectSample Project
06Oct 6Project SoftwareProject Software
07Oct 13Basic Computer VisionBasic Computer Vision
08Oct 20Advanced Computer VisionAdvanced Computer Vision
09Oct 27Project WorkshopN/a
10Nov 3RNNsRNNs
11Nov 10NLPNLP
12Nov 17Advanced TFAdvanced TF
-Nov 24Thanksgiving 
13Nov 31Generative Models 
14Dec 7Project Workshop