Chapter 7, Problem 3E

details explanation and background   We solve this using a Teacher–Student knowledge distillation framework: We train a Teacher model on a clean and complete dataset where both inputs and labels are available. We then use that Teacher to teach two separate Student models:  Student A learns from incomplete input (some sensor values missing). Student B learns from incomplete labels (RUL labels missing for some samples). We use knowledge distillation to guide both students, even when labels are missing. Why We Use Two Students Student A handles Missing Input Features: It receives input with some features masked out. Since it cannot see the full input, we help it by transferring internal features (feature distillation) and predictions from the teacher. Student B handles Missing RUL Labels: It receives full input but does not always have a ground-truth RUL label. We guide it using the predictions of the teacher model (prediction distillation). Using two students allows each to specialize in…

We are doing a custom JSTL custom tag to make display page to access a tag handler.   Write two custom tags: 1) A single tag which prints a number (from 0-99) as words. Ex:    <abc:numAsWords val="32"/>   --> produces: thirty-two   2) A paired tag which puts the body in a DIV with our team colors. Ex:    <abc:teamColors school="gophers" reverse="true">     <p>Big game today</p>     <p>Bring your lucky hat</p>      <-- these will be green text on blue background   </abc:teamColors> Details: The attribute for numAsWords will be just val, from 0 to 99   - spelling, etc... isn't important here. Print "twenty-six" or "Twenty six" ... .  Attributes for teamColors are: school, a "required" string, and reversed, a non-required boolean.   - pick any four schools. I picked gophers, cyclones, hawkeyes and cornhuskers   - each school has two colors. Pick whatever seems best. For oine I picked "cyclones" and       red text on a gold body   - if…

I want a database on MySQL to analyze blood disease analyses with a selection of all its commands, with an ER drawing, and a complete chart for normalization. I want them completely.