Potential cooling towers detected by YOLOv5 were cropped and sent to the second stage, EfficientNet B5. We trained YOLOv5 to avoid missing towers, even if that meant it was overly sensitive.
An optimal inference confidence threshold range was also established and used to create the default search band within the user inference. The model was fine-tuned for 100 epochs on a V100 GPU, and performance was evaluated using a custom evaluation metric which is aligned to the true evaluation process of our stakeholders. Who advocate for the underserved, design for the end user, and solve for the unsolvable. The future will be shaped by those who understand and innovate in this environment. It drives our economy, our politics, and our education systems. We specifically leveraged the largest version of YOLOv5, called YOLOv5 XL, with pretrained weights from the COCO dataset. Exploring the intersection of technology and humanity. This makes it extremely fast, while still providing fantastic performance. As the title suggests, the model is a “single shot detector”, meaning it looks at the whole image at once and tries to identify the relevant areas of interest. The first stage uses YOLOv5 ("You Only Look Once"), a neural network model that identifies objects. If any live synchronous class sessions are required, they will be noted on the syllabus.TowerScout uses a two-stage model to help it find every cooling tower without also flagging other objects that resemble towers. The course syllabus includes a brief course description, along with details regarding assignments, technology requirements, grades, course calendar, workload expectations, student learning outcomes, and textbooks. Check the iSchool Schedule of Classes for spring special session programs, for any mandatory Zoom web conferencing dates, which will be added before Open Classes registration. Also, some courses are new, and thus there are no previous syllabi available. (Click on the course title to view the syllabus.) Note that in some cases, the syllabus may be from a previous semester, as the spring 2023 syllabus is not yet available. Some of the classes below might already be filled.Īs you explore these courses, we encourage you to read the course syllabus. Note: Enrollment is based on space availability and is not guaranteed. Some INFM courses are available in Open Classes. The list of spring 2023 courses below includes all MLIS and MARA electives offered.
Organizational Consulting Project Handbook.Graduation Forms and Completion Letters.Academic Integrity and Accommodation of Disabilities.Incomplete e-Portfolio and Disqualification.Online Learning Consortium Quality Scorecard.Center for Information Research and Innovation.
Ischool capstone professional#
Student Professional Association Memberships.Open Classes (master's-level courses for college credit) Post-Master's Certificate in Library and Information Science CA Teacher Librarian Services CredentialĬalifornia Teacher Librarian Services CredentialĪdvanced Certificate in Strategic Management of Digital Assets and Services.BS in Information Science and Data Analyticsīachelor of Science in Information Science and Data Analytics.Master of Archives and Records Administration (MARA) Master of Archives and Records Administration.Master of Library and Information Science (MLIS) Master of Library and Information Science.
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