Isye 6501 midterm 2 - 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.

 
NAME_____ ISYE 6501, Introduction to Analytics Modeling Midterm #1 – Wednesday, October 5, 2022 75 minute time limit INSTRUCTIONS. Ollies in jacksonville fl

Voter registration deadlines will be here sooner than you think. The 2022 midterm elections are quickly approaching, and no matter where you live, there’s a lot at stake. From infl... ISYE 6501 Midterm 2 Intro Analytics Modeling - ISYE-6501-OAN O01 QCH ASY. 33 pages 2022/2023 100% (5) 2022/2023 100% (5) Save. Super cheatsheet machine learning. BUNDLED PAPERS (Multiple versions) FOR Georgia Institute Of Technology ISYE 6501 Homeworks 1 - 15, Midterm 1 & 2 + FINAL EXAM | ISYE6501x Courseware | edX - Complete Solutions - Introduction To Analytics Modeling - GTX …Introduction to Analytics Modeling - Georgia Tech OMDS - olivierzach/GTx_6501. Skip to content. Navigation Menu Toggle navigation. Sign in Product Actions. Automate any …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.View Midterm 2 Cheat Sheet.docx from ISYE 6501 at Georgia Institute Of Technology. Absolute value term in lasso helps to decrease the number of non coef Quadratic termzero in Ridge tends to shrinkView 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 selectionExam (elaborations) - Isye 6501 - midterm 2 question and correct answers 13. Exam (elaborations) - Isye 6501 midterm questions with complete solutionISYE 6501 Midterm 2/ ISYE 6501 O01 OAN O01 MS Updated 2023 Midterm Quiz 2 - Verified MM Learners. 0. Shopping cart ...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 textThe 2022 midterm elections are quickly approaching. Here are the stocks that investors should be watching carefully as a result. Stocks have a history of being volatile around midt...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]ISYE 6501. Institution. Georgia Institute Of Technology. ISYE-6501-OAN/O01 -- HOMEWORK 9 – SOLUTIONS 12.1 As a software engineer of a service-oriented company, we try to upsell many products to the customers and want to display the ads of a product/service within the mobile application. Most of the time we don’t have …Miles_Porter2. Study with Quizlet and memorize flashcards containing terms like Overfitting, Fitting random effects, Simple Models and more.ISYE 6501 curve . ISYE6501 iAM ... Midterm 2 was the one I scored the worst on, but honestly it was the final that I felt the most stress, especially the last few scenario based questions where it is not clear at all what the right approach may be. ... Because a lot of people (including, hello, me) take 6501 MM for the advanced standing credit ...ISYE_6501 Activity. Stars. 4 stars Watchers. 1 watching Forks. 21 forks Report repository Releases No releases published. Packages 0. No packages published . Languages.Midterm Quiz 2 - GT Students and Veri±ed MM Learners Midterm Quiz 2 due Nov 8, 2020 23:00 PST Completed 90 Minute Time Limit Instructions Work alone. Do not collaborate with or copy from anyone else.Dec 10, 2022 · ISYE 6501 — Midterm 2 Flashcards | Quizlet; Isye 6501 Final exam Flashcards | Quizlet; 6. Schedule study-time in calendar. I would maintain a full-blown checklist of things I expect myself to re-review each day building up to the exam. I would not mind getting things done ahead of the schedule. But being behind was not acceptable. 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. ISYE 6501 Midterm 2 _ Intro Analytics Modeling - ISYE-6501_O01-OAN_O01_MSA.pdf. Solutions Available. Georgia Institute Of Technology. ISYE 6501. ISYE 6501 Midterm 2.pdf. Solutions Available. Georgia Institute Of Technology. CS ISYE6501X. View More.In modeling, it’s essential to understand how to choose the right data sets, algorithms, techniques, and formats to solve a particular business problem. In this course, you’ll gain an intuitive understanding of fundamental models and methods of analytics and practice how to implement them using common industry tools like R.Isye 6501 midterm 2 intro analytics modeling isye 6501 o01 oan o01 msa pdf; Isye 6501 midterm 2 intro analytics modeling isye 6501 o01 oan o01 msa pdf. Content type User Generated. Uploaded By YBEQTVMZB. Pages 37. Rating Showing Page:Mar 15, 2023 · 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. Miles_Porter2. Study with Quizlet and memorize flashcards containing terms like Overfitting, Fitting random effects, Simple Models and more. 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 👆. View ISYE 6501 Midterm 2.pdf from CS ISYE6501X at Georgia Institute Of Technology. Summer 2021 Home ISYE 6501 …Midterm 1 Spring 2022. Intro to Analytics Modeling. Other. 100% (10) 2. Midterm 1 cheat sheet. Intro to Analytics Modeling. Other. 100% (5) 5. Course summary 4. ... ISYE-6501-OAN O01 QCH ASY. Intro to Analytics Modeling 100% (10) 6. Homework 1 Intro to Analytical Modeling. Intro to Analytics Modeling 100% (8) More from: Ehsan Khan.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...woowoobrain. Bombed the 1st midterm for ISYE 6501. Advice? ISYE6501 iAM. I studied like crazy for this Midterm and had good understanding of the concepts and material. But I struggled quite a bit with the wording on a lot of the questions on the exam, even for concepts I understood well. I got tricked up quite a bit throughout the exam.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 lectures2) Use categorical variables to indicate missing data. 3) Estimate missing values (imputation) Different ways of estimating missing data (2) 1) Mid-range value (mean, median, mode) 2) Use a predictive model (like regression) Adding a random value (up or down) to model-predicted imputed data. Perturbation.Will learning a language help me professionally? Visit HowStuffWorks to find out if learning a language will help you professionally. Advertisement Looking for a job is a full-time...easier to interpret what is forward selection - Answer- 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 factors that are lower than a certain threshold what is backward elimination - Answer- we start with all factors and find the worst on a supplied threshold (p 0. ...1. msbeca777. • 2 yr. ago. The tests aren't insanely hard but they can be tricky (wording) & they make up most of the grade so definitely spend time studying for them. I felt prepared for the first one and did worse than I expected so spent more time studying for the next ones.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 selectionExam (elaborations) - Isye 6501 - midterm 2 exam questions and answers all correct 4. Exam (elaborations) - Isye 6501 final exam questions with complete solutionISYE 6501 Midterm 2 Notes With Complete Solution. 3. ISYE 6501 Midterm Quiz 1 - GT Students Launch Proctortrack first before taking the Midterm Quiz 1. 4. GTx: ISYE6501x Introduction to Analytics Modeling Midterm Quiz 2. Reviews 0. No review posted yet. Exam Details. $12.45.ISYE 6501 - Midterm 2 Terms in this set (160) 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... By bundleHub Solution guider , Uploaded: Jul 13, 2022. $10.ISYE 6501 Bundle with final Solution(A+ docs piled) Last document update: ago ISYE 6501 Midterm Quiz 1 with all the Correct Answers(Graded A+) ISYE 6501 Midterm Quiz 2 - GT Students and Verified MM Learners GT Students and Verified _ Midterm Quiz 1 with complete solution Latest 2021 ISYE 6501 Final …Which of these is time series data? A. The average cost of a house in the United States every year since 1820 B. The height of each professional basketball player in the NBA at the start of the seasonRepresentatives to the U.S. House of Representatives are elected every two years. This means that all representative seats are up for election at the same time, both in the years o...Final Exam: Much better than midterm 2. I got an 86 on the first midterm, a 70 on the second midterm, and an 81 on the final exam with a few hours of studying. Final Grade: 84.31%. Rating Methodology. In my course reviews, I take seven data points into consideration: Clarity of Course Objectives; Clarity and Quality of Textbooks; Quality of ...There is no controversy: The 14th amendment says what it says. Donald Trump said earlier this week he intends to end birthright citizenship through an executive order, part of his ...Midterm 2 isye 6501, introduction to analytics modeling midterm wednesday, november 2022 75 minute time limit instructions work alone. do not collaborate with.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 Solution 8 - HW8.1. Solution 10 - HW10 Sol. HW 4 Answers - HW4. Solution 10 - hW10. Solution 8 - hW8. Older Midterm 90 minute time limit instructions work alone. do not collaborate with or copy from anyone else. you may use any of the following resources: eo one. ISYE 6501 Midterm 2 Due Apr 12 at 2am Points 100.02 Ques! ons 48 Available un! l Apr 12 at 2am Time Limit 90 Minutes Instruc! ons This quiz was locked Apr 12 at 2am. A " empt History A " empt Time Score LATEST A " empt 1 40 minutes 86.22 out of 100.02 Score for this quiz: 86.22 out of 100.02 Submi " ed Apr 11 at 5:07pm This a " empt took 40 ... Midterm 2 isye 6501, introduction to analytics modeling midterm wednesday, november 2022 75 minute time limit instructions work alone. do not collaborate with. ISYE 6501: Intro to Analytics Modeling | Online Master of Science in Computer Science (OMSCS) Instructional Team. Joel Sokol. Creator, Instructor. Ramon Rodriguez. …View Midterm_2.pdf from ISYE 6501 at Georgia Institute Of Technology. Midterm 2 Prep Monday, November 2, 2020 7:12 AM By: Chris Dedow • 11.2 Models for Variable Selection Good for initial analysis,ISYE 6501 MIDTERM EXAM 2 - QUESTIONS AND ANSWERS ( SPRING 2022)/ISYE 6501 MIDTERM EXAM 2 - QUESTIONS AND ANSWERS ( SPRING 2022) 100% satisfaction guarantee Immediately available after payment Both online and in PDF No strings attached. Previously searched by you. Previously searched by you. Sell.Midterm 2 isye 6501, introduction to analytics modeling midterm wednesday, november 2022 75 minute time limit instructions work alone. do not collaborate with.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.ISYE 6501 Midterm 2 _ Intro Analytics Modeling - ISYE-6501_O01-OAN_O01_MSA.pdf. ement is a more accessible alternative to drag & drop reordering. Pres 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. Each distributionISYE 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 1 (FA22) Score for this quiz: 75 out of 100 95 Minute Time Limit Instructions Work alone. Do not collaborate with or copy from anyone else. You may use any of the following resources: One sheet (both sides) of handwritten (not photocopied, scanned, or printed) notes If any question seems ambiguous, use the most …Exam (elaborations) - Isye 6501 - midterm 2 question and correct answers 13. Exam (elaborations) - Isye 6501 midterm questions with complete solutionExam (elaborations) - Isye 6501 - midterm 2 question and correct answers 13. Exam (elaborations) - Isye 6501 midterm questions with complete solutionInstitution. 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]ISYE 6501 Bundle with final Solution(A+ docs piled) Last document update: ago ISYE 6501 Midterm Quiz 1 with all the Correct Answers(Graded A+) ISYE 6501 Midterm Quiz 2 - GT Students and Verified MM Learners GT Students and Verified _ Midterm Quiz 1 with complete solution Latest 2021 ISYE 6501 Final …Midterm Quiz 2 - GT Students and Veri±ed MM Learners Midterm Quiz 2 due Nov 8, 2020 23:00 PST Completed 90 Minute Time Limit Instructions Work alone. Do not collaborate with or copy from anyone else.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 textDesignating a special spot to study is important—but making it conducive to learning is the real key. For many of us, it’s midterm season; soon will come finals season; and then we...The less fit the model is the fewer variables we use and the smaller the coefficients get every prediction by the model gets closer to constant term a0 regardless of the value of x removing variables and shrinking coefficients creates bias in the model - model misses/minimizes real patterns in the data underfitting real effects while eliminating …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 ...ISYE 6501 Midterm 2.pdf. Solutions Available. Georgia Institute Of Technology. CS ISYE6501X. GT Students and Verified _ Midterm Quiz 1 _ ISYE6501x Courseware _ edX.pdf. Solutions Available. Georgia Institute Of Technology. ISYE 6501. Trending in ISYE 6501. Final Exam.pdf. Solutions Available.Lecture Notes ISYE 6501 Midterm 2.docx.pdf - # Week 5 Notes... Doc Preview. Pages 28. Identified Q&As 23. Solutions available. Total views 100+. Georgia Institute Of …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 ofWhich of these is time series data? A. The average cost of a house in the United States every year since 1820 B. The height of each professional basketball player in the NBA at the start of the seasonJul 17, 2023 · Computer-science document from Georgia Institute Of Technology, 38 pages, lOMoARcPSD|20264722 ISYE 6501 Midterm 2 Intro Analytics Modeling ISYE 6501 O01 OAN O01 MSA nursing (Chamberlain University) Studocu is not sponsored or endorsed by any college or university Downloaded by Hoseok Andy Ko ([email protected]) lOMoARcPSD|2 20 of 20. 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 Homework 10 Question 14 The breast cancer data set from (description at ) has missing values. 1. Use the imputation method to impute values for the missing data. 2. Use regression to impute values for the missing data. 3. Use regression with perturbation to impute values for the missing data. 4.Midterm 2 Review Shannon-Fano-Elias code and Arithmetic code (know concept, no calculation in exam) Maximum entropy (know concept and derivation) Joint typicality: …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 Terms. 159 terms. Images. thebanana95. Other sets by this creator. Physical Science 100 BYU. 201 terms. Aaron_Ormiston. CS 142 Final Study. 70 ... ISYE 6501 - Midterm 2. Term. 1 / 159. when might overfitting occur. Click the card to flip 👆. Definition. 1 / 159. 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 👆. ISYE 6501 Midterm 2 Intro Analytics Modeling ISYE 6501 O01 OAN O01 MSA; Final study guide NR599; Week 5 case study; Related Studylists ISYE Midterm 1 ISYE6501 6501 Midterm Prep. Preview text. Q Q ISYE 6501 Midterm 1 Due Jun 21 at 9am Points 100 Questions 45 Available after Jun 10 at 9am Time Limit 95 Minuteslecture 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.There is no controversy: The 14th amendment says what it says. Donald Trump said earlier this week he intends to end birthright citizenship through an executive order, part of his ...Feb 7, 2018 · Practice materials 81% (16) 4. Midterm - ISYE studyguide. Lecture notes 100% (3) 5. ISYE 6501 Solution 6-2. Coursework None. 6. Cheatsheets for modules from the lectures. Ace your courses with our free study and lecture notes, summaries, exam prep, and other resourcesISYE 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.Midterm 1 Spring 2022. Intro to Analytics Modeling. Other. 100% (10) 2. Midterm 1 cheat sheet. ... Isye 6501 syllabus and schedule 2022-2. Intro to Analytics Modeling ...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 …ISYE 6501 MIDTERM EXAM 2 - QUESTIONS AND ANSWERS ( SPRING 2022)/ISYE 6501 MIDTERM EXAM 2 - QUESTIONS AND ANSWERS ( SPRING 2022) 100% satisfaction guarantee Immediately available after payment Both online and in PDF No strings attached. Previously searched by you. Previously searched by you. Sell.isye 6501 midterm 2 part 1 exam 2023 with 100 correct answers. Written for. Institution ISYE 6501 2 Part 1; Course ISYE 6501 2 Part 1; Seller Follow. GRADESPINS Member since 1 year 24 documents sold Reviews received. 0. 1. 0. 1. 0. Send Message. Exam (elaborations) $11.79.Watch this video to find out how to make a homemade drill bit from a nail to use when drilling small nail holes in molding. Expert Advice On Improving Your Home Videos Latest View ... 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 👆. Ace your courses with our free study and lecture notes, summaries, exam prep, and other resources

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isye 6501 midterm 2

View ISYE 6501 Midterm 2 : Intro Analytics Modeling - ISYE-6501:O01-OAN:O01:MSA.pdf from ISYE 6501 at Georgia Institute Of Technology. ! ISYE-6501-OAN/O01/MSA Spring …There are ve questions labeled "Question 1." Answer all ve questions. For each of the. following ve questions, select the probability distribution that could best be used to model. the described scenario. Each distribution might be used, zero, one, or more than one time. in the ve questions. Question 1.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: …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), letApr 4, 2023 · easier to interpret what is forward selection - Answer- 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 factors that are lower than a certain threshold what is backward elimination - Answer- we start with all factors and find the worst on a supplied threshold (p 0. ... Study with Quizlet and memorize flashcards containing terms like What do descriptive questions ask?, What do predictive questions ask?, What do prescriptive questions ask? and more. View Midterm_2.pdf from ISYE 6501 at Georgia Institute Of Technology. Midterm 2 Prep Monday, November 2, 2020 7:12 AM By: Chris Dedow • 11.2 Models for Variable Selection Good for initial analysis, ISYE 6501 - Midterm 2. Term. 1 / 159. when might overfitting occur. Click the card to flip 👆. Definition. 1 / 159. 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 👆. As the midterm elections inch closer, political action committees (PACs) are beginning to focus on funding candidates that align with their objectives. Crypto-backed Super PACs are...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 ofISYE 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. 0.The probability of the outcome being 1 is 𝑝 and the probability of outcome being 0 is 𝑞 = 1−𝑝, where 𝑝 is between 0 and 1. Systematic difference between a true parameter of a population and its estimate. Data that can take only two different …NAME_____ ISYE 6501, Introduction to Analytics Modeling Midterm #1 – Wednesday, October 5, 2022 75 minute time limit INSTRUCTIONSISYE 6501 Midterm 2.pdf. Solutions Available. Georgia Institute Of Technology. CS ISYE6501X. Trending in ISYE 6501. Final Exam.pdf. Solutions Available. Georgia Institute Of Technology. ISYE 6501. ISYE6501 Final with Answers SP21.pdf. Georgia Institute Of Technology. ISYE 6501. CITIC_notes.docx. ISYE 6501 Midterm 2 Intro Analytics Modeling - ISYE-6501-OAN O01 QCH ASY. 33 pages 2022/2023 100% (5) 2022/2023 100% (5) Save. Super cheatsheet machine learning. ISYE 6501 Midterm 1 (FA22) Score for this quiz: 75 out of 100 95 Minute Time Limit Instructions Work alone. Do not collaborate with or copy from anyone else. You may use any of the following resources: One sheet (both sides) of handwritten (not photocopied, scanned, or printed) notes If any question seems ambiguous, use the most ….

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