Isye 6501 midterm 2

ISYE 6501/ISYE6501 MIDTERM EXAM 49 QUESTIONS WITH 100% COMPLETE SOLUTIONS/A+GRADE GUARANTEED/2023|A GRADED INSTRUCTIONS FOR QUESTIONS 1-5 For each of the following five questions, select the probability distribution that could best be used to model the described scenario.

Isye 6501 midterm 2. ISYE 6501 Midterm 2 : Intro Analytics Modeling Document Content and Description Below. INSTRUCTIONS FOR QUESTIONS 1-5 For each of the following five questions, select the probability distribution that could best be used to model the described scenario.

ISYE 6501 Midterm 2 Intro Analytics Modeling - ISYE-6501-OAN O01 QCH ASY. Intro to Analytics Modeling. Practice materials. 100% (5) 45. ISYE 6501 Midterm 2 - practice material. Intro to Analytics Modeling. Practice materials. 100% (3) 12. ISYE6501 Homework 4 - eee. Intro to Analytics Modeling.

Oct 6, 2023 · Course. ISYE 6501. Institution. ISYE 6501. ISYE 6501 Midterm EXAM QUESTIONS AND SOLUTIONS LATEST UPDATE 2023/2024 Factor Based Models classification, clustering, regression. Implicitly assumed that we have a lot of factors in the final model Why limit number of factors in a model? 2 reasons overfitting: when # of factors is close ... Exam (elaborations) - Isye 6501 midterm 2 part 1 exam 2023 with 100% correct answers 11. Exam (elaborations) - Isye 6501 mid term 1 exam with verified solutions 12. Exam (elaborations) - Isye6501: midterm 1flashcards 2023 with 100% complete solutions ...You have used 1 of 1 attempt Answers are displayed within the problem Information for Question 8c A data scientist has run principal component analysis on the 7 covariates, with the following results: Component Eigenvalue 1 2.20 2 0.12 3 0.10 4 0.09 5 0.08 6 0.06 7 0.05 Question 8c 2.0/4.0 points (graded) Select all of the following …Midterm 1: 84/100; Midterm 2: 87/100; Final Exam: 93/100; Final Course Project: 100/100; Although I can’t claim I aced them all, I certainly had an improving … I got a 91. All of my study time was spent rewatching the lecture videos taking detailed notes and creating my cheetsheet. The only outside sources I used was to better understand PCA, because frankly it confuses the hell out of me. When taking the exam I didn’t spend too much time rereading the questions. Also available in package deal from $31.99. Add to cart Add to wishlist. 100% satisfaction guarantee. Immediately available after payment. Both online and in PDF. No strings attached. 13. 0. Exam (elaborations) - Isye 6501 midterm 1 exam questions with 100% solutions latest update 2023/2024.101F20 Midterm 2 answers.pdf. Drexel University. MATH 102. 2180 Midterm Answers Spring 2021.pdf. George Washington University. ECON 2180. Midterm 1 S2021 Answers.pdf. ... View ISYE6501 Final with Answers SP21.pdf from ISYE 6501 at Georgia Institute Of Techno... BPS2110 Midterm1 2015 Answers.pdf. University of Ottawa. BPS …

we select the best new factor and see if it's good enough (R^2, AIC, or p-value) add it to our model and fit the model with the current set of factors. Then at the end we remove …View midterm-2-cheatsheet-from-the-lectures.pdf from ISYE 6501 at Georgia Institute Of Technology. lOMoARcPSD|22490202 Midterm 2 cheatsheet from the lectures Analytic models (Georgia Institute ofView Lecture_Notes_ISYE_6501_Midterm_2.docx.pdf from ISYE 6501 at Georgia Institute Of Technology. # Week 5 Notes Variable Selection what do we do with a lot of factors in our models? variableISYE 6501 Midterm 2 Due Jul 12 at 2am Points 100 Questions 48 Available after Jul 1 at 2am Time Limit 90 Minutes Instructions onorlock Chrome Extension s exam requires Google Chrome and the Honorlock Chrome Extension. Extension Required Add the Honorlock extension to continue Need Help?ISYE 6501 Midterm 2 _ Intro Analytics Modeling - ISYE-6501-OAN_O01_QCH_A. ISYE 6501 Midterm Exam 1 Version 2 (2022/2023) A+ Graded. ISYE 6501 MIDTERM QUIZ 1 WITH CORRECT ANSWERS UPDATED 2022ISYE 6501 midterm 1 help. ISYE6501 iAM. Hello, My midterm for this class is coming up and I am very overwhelmed. I definitely downplayed the course load + full time job + kids. My R is whack and I'm concerned if I'll get tested in this. Python is my bread and butter (so I know the sklearn-equivalent of these R packages).

R 68.5%. HTML 23.6%. Python 7.9%. ISYE_6501. Contribute to madhan1m/ISYE6501 development by creating an account on GitHub.4.6 stars on Google & Trustpilot (+1000 reviews) 96662 documents were sold in the last 30 days. Founded in 2010, the go-to place to buy study notes for 14 years now. Start selling. ISYE 6501X Midterm Quiz 2 [2021 Assessment] GT Students and Verified.View Lecture Notes ISYE 6501 Midterm 2.docx from ISYE 6501 at Georgia Institute Of Technology. # Week 5 Notes Variable Selection what do we do with a lot of factors in our models? variable selection ISYE 6501 Midterm 1 Due Mar 15 at 2am Points 100 Ques! ons 45 Available un! l Mar 15 at 2am Time Limit 95 Minutes Instruc! ons This quiz was locked Mar 15 at 2am. A " empt History A " empt Time Score LATEST A " empt 1 60 minutes 66.22 out of 100 Score for this quiz: 66.22 out of 100 Submi " ed Mar 14 at 7:11pm This a " empt took 60 minutes.

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ISYE 6501 Midterm 2 Intro Analytics Modeling ISYE 6501 O01 OAN O01 MSA. nursing 88% (16) 28. Midterm Quiz 2 lok.pdf. Mental health None. 27. GT Students and Verified ... Answer: c . A) to measure oxygenation and ventilation B) to quantify the base deficit for the adequacy of cellular perfusion C) *to gauge endorgan perfusion and... Chamberlain College Of Nursing / NURSING /. $ 14,51 13 pages 1 downloads. By WiseMan on 11-20-2023.Institution. ISYE 6501. ISYE 6501 Midterm 2 Questions with All Correct Answers Rows - ANSWER Data points are values in data tables Columns - ANSWER The 'answer' for each data point (response/outcome) Structured Data - ANSWER Quantitative, Categorical, Binary, Unrelated, Time Series Unstructu... [Show more]Voting on a Tuesday in November has been a U.S. tradition since the 1840s, but it's not a convenient date for many. What are states doing about it? Advertisement Voter turnout for ...ISYE 6501, Introduction to Analytics Modeling. Midterm #2 – Friday, November 8, 2019. 50 minute time limit. INSTRUCTIONS • Work alone. Do not collaborate with or copy from anyone else. • Write all of your answers on the answer sheet. • You may use any of the following resources:Miles_Porter2. Study with Quizlet and memorize flashcards containing terms like Overfitting, Fitting random effects, Simple Models and more.

ISYE 6501 Midterm 2 (FA23) Midterm 2. Course. Intro to Analytics Modeling (ISYE 6501) 669 Documents. Students shared 669 documents in this course. University Georgia Institute of Technology. Info More info. Academic year: …ISYE 6501 Midterm 2 _ Intro Analytics Modeling - ISYE-6501-OAN_O01_QCH_A. ISYE 6501 Midterm Exam 1 Version 2 (2022/2023) A+ Graded. ISYE 6501 MIDTERM QUIZ 1 WITH CORRECT ANSWERS UPDATED 2022ISYE 6501 HW8 2 - HW8; Homework 5 - Basic Regression; Submission - HW assignment; ISYE 6501 Midterm 1 (FA23) ISYE 6501 Midterm 1 (FA22) Homework 8 - HW8; ISYE … ISYE_6501 Activity. Stars. 4 stars Watchers. 1 watching Forks. 21 forks Report repository Releases No releases published. Packages 0. No packages published . Languages. ISYE 6501 Midterm 2 Part 1. greedy algorithm. Click the card to flip 👆. at each step, the algorithm does the thing that looks best without taking future options into consideration; more classical. Click the card to flip 👆. 1 / 31.Homework 8 ISYE 6501 (stepwise, lasso, elastic net) question 11.1 using the crime data set uscrime.txt from questions and 10.1, build regression model using: ... Lecture Notes ISYE 6501 Midterm 1; Week 1-Lecture - Lecture notes 1; AI Quiz. AI Quiz. Download. 0 0. Was this document helpful? 0 0. Save Share.View Lecture Notes ISYE 6501 Midterm 2.docx from ISYE 6501 at Georgia Institute Of Technology. # Week 5 Notes Variable Selection what do we do with a lot of factors in our models? variable selectionWalden University - NURS 6501 Midterm 6501 Exam Review Completed. IHUMAN Case Study Julie Quinn IHUMAN Case Study #2: Beth Brown NURS 5308 Midwifery 1 Instructor: Tania Lopez March 5, 2021 CC: 16 y/o F HPI: pertinent s/s; +/- ROS/prior episodes/recent travel/ill contacts Case: Beth Brown Date: February 13, 2021 “I have worsening severe ...ISYE 6501 Midterm 2 Part 1 QUESTIONS WITH COMPLETE SOLUTIONS. greedy algorithm correct answer: at each step, the algorithm does the thing that looks best without taking future options into consideration; more classical variable selection methods correct answer: stepwise - (forward, backward, combination) lasso elastic net available metrics for ...

A student's experience and feedback on taking ISYE 6501: Intro to Analytics Modeling at Georgia Tech. Learn about the course objectives, assignments, exams, and …

Mar 19, 2023 · A. The 14th person's family size and car type B. The 14th person's family size C.The car type of each person - CORRECT ANSWERS A. A data point is all the information about one observation The farther the wrongly classified point is from the line ___ - CORRECT ANSWERS The bigger the mistake we've made The term including the margin gets larger so ... A document with practice questions and solutions for ISYE 6501 Midterm 2, a course on intro to analytics modeling at Georgia Institute of …Jul 10, 2022 · ISYE 6501 - Midterm 2. Course. ISYE 6501. Institution. ISYE 6501. when might overfitting occurs - when the # of factors are close to or larger than the # of data points causing the model to potentially fit too closely to random effects Why are simple models better than complex ones - less data is required; less chance of insignificant factors ... Homework-2 answer-1 - Solution HW1-part 1. Week 14 Assignment - N/A. Solution 12 - 12.2. Solution 13 - 13.1. Solution 12 - 12.1. HW3 - homework 3. Practice cheat sheet for final exam data scaled b4 pt outliers are removed: data splitting problem use training data. used to create the model. will if data is.4.6 stars on Google & Trustpilot (+1000 reviews) 96662 documents were sold in the last 30 days. Founded in 2010, the go-to place to buy study notes for 14 years now. Start selling. ISYE 6501X Midterm Quiz 2 [2021 Assessment] GT Students and Verified. View midterm-2-cheatsheet-from-the-lectures.pdf from ISYE 6501 at Georgia Institute Of Technology. lOMoARcPSD|22490202 Midterm 2 cheatsheet from the lectures Analytic models (Georgia Institute of ISYE 6501 - Midterm 2. 160 terms. oanise. ISYE 6501 - Final Exam. 414 terms. oanise. Other sets by this creator. Supply Chain - MGMT 8803. 6 terms. Nicholas_Taylor614.ISYE6501 Mid Term 2 with Answers. Older Midterm. Course. Intro to Analytics Modeling (ISYE 6501) 842Documents. Students shared 842 documents in this course. University. …

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ISYE 6501 - Midterm 2. 160 terms. oanise. ISYE 6501 - Final Exam. 414 terms. oanise. Other sets by this creator. Supply Chain - MGMT 8803. 6 terms. Nicholas_Taylor614. MGT 8803 Final - 165 cards cl. 165 terms. Nicholas_Taylor614. MGT8803 - Supply Chain. 31 terms. Nicholas_Taylor614. CSE 6040 - Midterm 1. 45 terms.ISYE 6501 Midterm Quiz 1 - GT Students updated 2021. GT Students and Veried View the Proctoring System Requirements to ensure that your set-up will work. Note that proctoring is only supported on MacOS and Windows machines. We recommend 2 GB of free space on your machine, and a functioning Webcam is required.ISYE 6501 Midterm 2 Part 1. greedy algorithm. Click the card to flip 👆. at each step, the algorithm does the thing that looks best without taking future options into consideration; more classical. Click the card to flip 👆. 1 / 31.Institution. ISYE 6501. ISYE 6501 - Midterm 2 Exam 2024 when might overfitting occur - answerwhen the # of factors is close to or larger than the # of data points causing the model to potentially fit too closely to random effects Why are simple models better than complex ones - answerless data is required; less chanc... [Show more]Time between bees returning to a hive c. Number of trucks inspected before the first one is found that fails an emissions test i. Weibull ii. Poisson iii. Geometric iv. Exponential v. Binomial GRADING: 3 points for each correct answer SOLUTIONS: a. v b. iv c. iii 2. In a diet problem (like we saw in the lessons and homework), letISYE 6501 midterm 1 help. ISYE6501 iAM. Hello, My midterm for this class is coming up and I am very overwhelmed. I definitely downplayed the course load + full time job + kids. My R is whack and I'm concerned if I'll get tested in this. Python is my bread and butter (so I know the sklearn-equivalent of these R packages).Midterm Quiz 2 - Verified MM Learners Midterm Quiz 2 due Apr 12, 2021 1500 HKT Completed 90 Minute Time Limit Instructions Work alone. Do not collaborate with or copy from anyone else. Work the problems in any order you wish, but submit each answer before ending the exam. You may use any of the following resourcBundle For ISYE 6501 Questions With Correct Answers. $ 71.74 $ 27.49 6 items. 1. Exam (elaborations) - Isye 6501 spring 2018 flash cards david mccandless exam questions and answers. 2. Exam (elaborations) - Isye 6501 midterm exam questions with correct answers. 3. Exam (elaborations) - Isye 6501 - midterm 2 exam questions and …The delay comes as Twitter attempts to avoid possible impact to the upcoming U.S. midterm elections. Twitter is reportedly delaying the rollout of verification check marks to subsc..."My sense is that inflation is going to be a little more sustained than what people are looking for," the former Treasury Secretary told Bloomberg. Jump to Investors should anticip... ….

View ISYE_6501_Midterm_2___solution - 5.pdf from ISYE 6501 at Georgia Institute Of Technology. 5/1/2020 Midterm Quiz 2 - GT Students and Verified MM Learners | Midterm Quiz 2 | ISYE6501x Courseware |Course. ISYE 6501. Institution. Georgia Institute Of Technology. GT Students and Veried View the Proctoring System Requirements to ensure that your set-up will work. Note that proctoring is only supported on MacOS and Windows machines. We recommend 2 GB of free space on your machine, and a functioning Webcam is required. ISYE notes before midter 1. OMSA ISYE6501Syllabus-combined-Fall 2022. ISYE 6501Timeline 1-15. Lecture Notes till week 8. ISYE6501timeline Fall. On Studocu you find all the lecture notes, summaries and study guides you need to pass your exams with better grades. Also available in package deal from $39.99. Add to cart Add to wishlist. 100% satisfaction guarantee. Immediately available after payment. Both online and in PDF. No strings attached. 9. 0. Exam (elaborations) - Isye 6501 – original set mid term 2 a+ pass revised 2023//2024.ISYE 6501; IS ; Exam GTx: ISYE6501x Introduction to Analytics Modeling Midterm Quiz 2 . Question 1 1.4/1.4 points (graded) Number of days in a year where the temperature is more than 3 degrees higher than forecast Binomial You have ...ISYE 6501 Midterm 2 Intro Analytics Modeling - ISYE-6501-OAN O01 QCH ASY. ISYE 6501 Midterm 2 - practice material. ISYE6501 Homework 4 - eee. Super cheatsheet machine learning. Final Cheat 1. On Studocu you find all the lecture notes, summaries and study guides you need to pass your exams with better grades.Ace your courses with our free study and lecture notes, summaries, exam prep, and other resourcesView ISYE 6501 Midterm 2.pdf from CS ISYE6501X at Georgia Institute Of Technology. Summer 2021 Home ISYE 6501 Midterm 2 Due Jul 12 at 9am Points 100.02 Questions 48 Available after Jul 1 at AI Homework HelpApr 30, 2022 · Midterm Quiz 2 - Verified MM Learners Midterm Quiz 2 due Apr 12, 2021 1500 HKT Completed 90 Minute Time Limit Instructions Work alone. Do not collaborate with or copy from anyone else. Work the problems in any order you wish, but submit each answer before ending the exam. You may use any of the following resourc Truck driver duties encompass a wide range of responsibilities. By crafting accurate and engaging descriptions for truck driver jobs, employers can attract qualified candidates. Tr... Isye 6501 midterm 2, ISYE 6501 Introduction to Analytics Modeling . Professor: Dr. Joel Sokol . ... There will be two midterm quizzes and one final quiz that will be graded by faculty. Each will be worth 25% of the course grade. 2. There will be homework assignments most weeks of the semester. Your two lowest homework grades will be dropped, and the remaining ones ..., Exam (elaborations) - Isye 6501 midterm 2 part 1 exam 2023 with 100% correct answers 11. Exam (elaborations) - Isye 6501 mid term 1 exam with verified solutions, ISYE 6501 - Midterm 2 2022 ; Exam ISYE 6501 - Midterm 2 2022 . when might overfitting occurs - when the # of factors are close to or larger than the # of data points causing the model to potentially fit too closely ..., I got a 91. All of my study time was spent rewatching the lecture videos taking detailed notes and creating my cheetsheet. The only outside sources I used was to better understand PCA, because frankly it confuses the hell out of me. When taking the exam I didn’t spend too much time rereading the questions. , R 57.0%. Python 43.0%. GTx - ISYE6501x Introduction to Analytics Modeling - sennethtsz/SP21., ISYE 6501 - Midterm 2. when might overfitting occur. Click the card to flip 👆. when the # of factors is close to or larger than the # of data points causing the model to potentially fit too closely to random effects. Click the card to flip 👆., Midterm 2 heavily dives into Pandas and the DataFrame structure. Similar to Midterm 1 with Dictionaries, you should be an absolute expert in working with the DataFrame structure and Pandas. Last semesters MT2 threw in a couple new concepts that tripped me up. One I remember was applying a norm scaling to a dataset., ISYE 6501 - Midterm 2 Flashcards | Quizlet. 3 Main reasons to limit number of factors/variables in model. Click the card to flip 👆. Overfitting - when number of factors is …, 7/26/2021 ISYE 6501 Midterm 2 : Intro Analytics Modeling - ISYE-6501-OAN/O01/QCH/A ISYE 6501 Midterm 2 Due Jul 12 at 2am Points 100.02 Questions 48 Available after Jul 1 at 2am Time Limit 90 Minutes Instructions onorlock Chrome Extension s exam requires Google Chrome and the Honorlock Chrome Extension. Extension Required Add the …, Miles_Porter2. Study with Quizlet and memorize flashcards containing terms like Overfitting, Fitting random effects, Simple Models and more., lecture notes isye 6501 midterm 2. Written for. Institution Georgia Institute Of Technology; Course ISYE 6501 (ISYE6501) All documents for this subject (138) Seller Follow. Fiona3 Member since 3 year 59 documents sold Reviews received. 1. 1. 0. 2. 5. Send Message. Other. $8.59., Exam (elaborations) $17.99. Also available in package deal from $37.49. Add to cart Add to wishlist. 100% satisfaction guarantee. Immediately available after payment. Both online and in PDF. No strings attached. 4., Midterm Quiz 2 - Verified MM Learners Midterm Quiz 2 due Apr 12, 2021 1500 HKT Completed 90 Minute Time Limit Instructions Work alone. Do not collaborate with or copy from anyone else. Work the problems in any order you wish, but submit each answer before ending the exam. ... ISYE 6501 Midterm Quiz 2-lok $7.95 Add to Cart . …, ISYE 6501 - Midterm 1. 254 terms. Images. thebanana95. ISYE 6501 Midterm. 321 terms. Miles_Porter2. ISYE 6501 Midterm 2 Terms. 159 terms. Images. thebanana95. Other sets by this creator. Physical Science 100 BYU. 201 terms. Aaron_Ormiston. CS 142 Final Study. 70 terms. Aaron_Ormiston. UNIT 4- PRACTICE TEST. 30 terms., Related documents. Quiz 1 Sample Question; OMSA ISYE6501Syllabus-combined-Summer 2020v2; 1.2.3.KNN sample code; Midterm - ISYE studyguide; Midterm 2 cheatsheet from the lectures, This is a Real-time headline. These are breaking news, delivered the minute it happens, delivered ticker-tape style. Visit www.marketwatch.com or ... Indices Commodities Currencies..., A document with practice questions and solutions for ISYE 6501 Midterm 2, a course on intro to analytics modeling at Georgia Institute of …, HW-2 Report - Hw-2; ISYE 6501 Week 14 Homework; Midterm 2 with answers; Midterm 1 cheatsheet for exam prep, can be use on exam; Preview text, what is backward elimination. we start with all factors and find the worst on a supplied threshold (p = 0.15). If it is worse we remove it and start the process over. We do that until we have the number of factors that we want and then we move the factors lower than a second threshold (p = .05) and fit the model with all set of factors., ISYE 6501 Midterm 2 Intro Analytics Modeling - ISYE-6501-OAN O01 QCH ASY. ISYE 6501 Midterm 2 - practice material. ISYE6501 Homework 4 - eee. Super cheatsheet machine learning. Final Cheat 1. On Studocu you find all the lecture notes, summaries and study guides you need to pass your exams with better grades., ISYE 6501 - Midterm 2 when might overfitting occur – when the # of factors is close to or larger than the # of data points causing the model to potentially fit too closely to random effects Why are simple models better than complex ones [Show more] Preview 2 out of 15 pages. View example, ISYE 6501 Midterm 2 Part 1 Latest 2023 Rated A greedy algorithm at each step, the algorithm does the thing that looks best without taking future options into consideration; more classical variable selection methods stepwise - (forward, backward, combination) lasso elastic net available metrics fo..., View ISYE 6501 Midterm 2.pdf from CS ISYE6501X at Georgia Institute Of Technology. Summer 2021 Home ISYE 6501 …, ISYE 6501 Midterm 2 Part 1 Latest 2023 Rated A greedy algorithm at each step, the algorithm does the thing that looks best without taking future options into consideration; more classical variable selection methods stepwise - (forward, backward, combination) lasso elastic net available metrics fo..., Prof Jokol will provide the curves for each midterms. r/OMSA users are usually people who score better. Iirc the ta's will post the grade distribution in more detail than the standard mean/max/min values that canvas provides. They additionally provide pseudo guidance on how the test would be curved it it was curved., Quiz yourself with questions and answers for ISYE 6501 - Midterm 2, so you can be ready for test day. Explore quizzes and practice tests created by teachers and students or create one from your course material. , ISYE 6501 Midterm EXAM QUESTIONS AND SOLUTIONS LATEST UPDATE 2023/2024. Course. ISYE 6501. Institution. ISYE 6501. Factor Based Models classification, clustering, regression. Implicitly assumed that we have a lot of factors in the final model Why limit number of factors in a model? 2 reasons overfitting: when # of …, Finals Spring 2022. Finals Spring 2022. Course. Intro to Analytics Modeling (ISYE 6501) 840 Documents. University. Georgia Institute of Technology. Academic year: 2021/2022. Uploaded by:, ISYE 6501 Midterm Quiz 1 - GT Students updated 2021. GT Students and Veried View the Proctoring System Requirements to ensure that your set-up will work. Note that proctoring is only supported on MacOS and Windows machines. We recommend 2 GB of free space on your machine, and a functioning Webcam is required., ISYE_6501 Activity. Stars. 4 stars Watchers. 1 watching Forks. 21 forks Report repository Releases No releases published. Packages 0. No packages published . Languages. , I got a 91. All of my study time was spent rewatching the lecture videos taking detailed notes and creating my cheetsheet. The only outside sources I used was to better understand PCA, because frankly it confuses the hell out of me. When taking the exam I didn’t spend too much time rereading the questions., Other - Isye 6501 lecture notes midterm 2 4. Exam (elaborations) - Gt students and verified midterm quiz 1 5. Exam (elaborations) - Isye 6501 final quiz summer 2018 verified learners graded a+ Show more . The benefits of buying summaries with Stuvia: Guaranteed quality through customer reviews ..., ISYE 6501 Midterm 2 Intro Analytics Modeling ISYE 6501 O01 OAN O01 MSA. ISYE_6501_Midterm_2___Intro_Analytics_Modeling___ISYE_6501_O01_OAN_O01... View more. Course. nursing (nur 601) 760Documents. Students shared 760 documents in this course. University. Chamberlain University. Academic year:2022/2023. Uploaded by: Amos Ndungu.