[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-160255-en":3,"doc-seo-160255-105":30,"detail-sidebar-cat-0-en-105":90},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":4,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},160255,962084928904,"Jake","https://ap-avatar.wpscdn.com/davatar_155a257f0dc6eb9ab79c44ca47cae57d",4,"Exam","Introduction to Machine Learning - Final Exam Review - Lecture 29","Final Exam Review lecture notes for 10-601 Introduction to Machine Learning from Carnegie Mellon University. The material explains final exam logistics including time, location, seating, allowed materials (one 8½x11 notes sheet), and restrictions (no electronic devices). It outlines the question formats—multiple choice, true/false with justification, derivations, short answers, and interpreting figures—and provides preparation guidance through review sessions, prior exams, homework, and a mock final. It also summarizes how exam topics are weighted across pre- and post-midterm coverage.","10-­‐601 Introduction to Machine Learning  \nMachine Learning Department School of Computer Science Carnegie Mellon University  \nFinal Exam Review  \nReadings:  \nMurphy (all chapters) Bishop (all chapters) HTF (all chapters) Mitchell (all chapters)  \nMatt Gormley Lecture 29 May 3, 2016  \n1  \nReminders  \n• Homework 9: Applications of ML  \n– Release: Mon, Apr. 24  \n– Due: Wed, May 3 at 11:59pm  \n• Final Exam (Evening Exam)  \n– Mon, May 08 at 5:30pm – 8:30pm  \n– See Piazza for details about location  \nOutline  \n1. Exam Logistics  \n2. Sample Questions  \n3. Overview  \nEXAM LOGISTICS  \nFinal Exam  \n• Time / Location  \n– Time: Evening Exam  \nMon, May 8 at 5:30pm – 8:30pm  \n– Room: We will contact each student individually with your room assignment. The rooms are not based on section .  \n– Seats: There will be assigned seats. Please arrive early.  \n– Please watch Piazza carefully for announcements regarding room / seat assignments.  \n• Logistics  \n– 8-­‐9 Sections  \n– Format of questions:  \n• Multiple choice  \n• True / False (with justification)  \n• Derivations  \n• Short answers  \n• Interpreting figures  \n– No electronic devices  \n– You are allowed to bring one 8½ x 11 sheet of notes (front and back)  \nFinal Exam  \n• How to Prepare  \n– Attend (or watch) this final exam review session  \n– Review prior year’s exams and solutions  \n• We will post them shortly  \n• Disclaimer: This year’s 10-­‐601 is not the same as prior offerings  \n– Review this year’s homework problems  \n– Attend the Mock Final Exam  \n• Thu, May 4, 6:30pm  \n• Section A should go to PH100  \n• Section B and C should go to DH2210  \n• Disclaimer: The Mock will be much shorter and not exhaustive, but great practice!  \nFinal Exam  \n• How to Prepare  \n– Attend the final recitation session: Tue, Dec . 6th at 5:30pm  \n– Review prior year’s exams and solutions (we will post them)  \n– Review this year’s homework problems  \n– Flip through the “What you should know” points (see ‘More’ links on ‘Schedule’ page of course website)  \nFinal Exam  \n• Advice (for during the exam)  \n– Solve the easy problems first (e.g. multiple choice before derivations)  \n• if a problem seems extremely complicated you’re likely missing something  \n– Don’t leave any answer blank!  \n– If you make an assumption, write it down  \n– If you look at a question and don’t know the answer:  \n• we probably haven’t told you the answer  \n• but we’ve told you enough to work it out  \n• imagine arguing for some answer and see if you like it  \nFinal Exam  \n• Exam Contents  \n– 10-­‐20% of material comes from topics covered before the midterm exam  \n– 80-­‐90% of material comes from topics covered after the midterm exam  \nTopics covered before Midterm  \n• Foundations  \n– Probability  \n– MLE, MAP  \n– Optimization  \n• Classifiers  \n– KNN  \n– Naïve Bayes  \n– Logistic Regression  \n– Perceptron  \n– SVM  \n• Regression  \n– Linear Regression  \n• Important Concepts  \n– Kernels  \n– Regularization and Overfitting  \n– Experimental Design","cbCaiuwcBpRaLhKE","https://ap.wps.com/l/cbCaiuwcBpRaLhKE","pdf",5086941,1,28,"English","en",105,"# Exam Logistics\n## Final Exam: Time / Location / Seats\n## Final Exam: Format and Rules\n## How to Prepare (Review Session, Prior Exams, Mock)\n## Exam Advice (During the Exam)\n# Sample Questions\n## How to Approach Different Question Types\n# Overview\n## Exam Contents and Topic Weighting\n## Topics Covered Before Midterm\n## Foundations, Classifiers, Regression, Key Concepts","[{\"question\":\"What are the final exam time and location details?\",\"answer\":\"The final exam is an evening exam on Mon, May 8 from 5:30pm to 8:30pm. Room assignments will be communicated to each student individually, and students should monitor Piazza for updates.\"},{\"question\":\"What question formats and allowed materials will be used?\",\"answer\":\"The exam includes multiple choice, true/false with justification, derivations, short answers, and interpreting figures. Electronic devices are not allowed, and students may bring one front-and-back 8½ x 11 sheet of notes.\"},{\"question\":\"How should students prepare before the final exam and mock final?\",\"answer\":\"Students are advised to attend (or watch) the final exam review session, review prior year’s exams and solutions, and review this year’s homework problems. A mock final is scheduled for Thu, May 4 at 6:30pm and is intended as practice even though it is shorter and not exhaustive.\"}]","Introduction to Machine Learning - Final Exam Review - Lecture 29 | PDF",1788052836,71,{"code":4,"msg":31,"data":32},"ok",{"site_id":24,"language":23,"slug":33,"title":13,"keywords":34,"description":14,"schema_data":35,"social_meta":85,"head_meta":87,"extra_data":89,"updated_unix":28},"introduction-to-machine-learning-final-exam-review-lecture-29","",{"@graph":36,"@context":84},[37,53,67],{"@type":38,"itemListElement":39},"BreadcrumbList",[40,44,48,51],{"item":41,"name":42,"@type":43,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":45,"name":46,"@type":43,"position":47},"https://docshare.wps.com/document/","Document",2,{"item":49,"name":12,"@type":43,"position":50},"https://docshare.wps.com/document/exam/",3,{"item":52,"name":13,"@type":43,"position":11},"https://docshare.wps.com/document/introduction-to-machine-learning-final-exam-review-lecture-29/160255/",{"url":52,"name":13,"@type":54,"author":55,"headline":13,"publisher":57,"fileFormat":60,"inLanguage":23,"description":14,"dateModified":61,"datePublished":61,"encodingFormat":60,"isAccessibleForFree":62,"interactionStatistic":63},"DigitalDocument",{"name":9,"@type":56},"Person",{"url":41,"name":58,"@type":59},"DocShare","Organization","application/pdf","2026-08-30",true,{"@type":64,"interactionType":65,"userInteractionCount":4},"InteractionCounter",{"@type":66},"ViewAction",{"@type":68,"mainEntity":69},"FAQPage",[70,76,80],{"name":71,"@type":72,"acceptedAnswer":73},"What are the final exam time and location details?","Question",{"text":74,"@type":75},"The final exam is an evening exam on Mon, May 8 from 5:30pm to 8:30pm. Room assignments will be communicated to each student individually, and students should monitor Piazza for updates.","Answer",{"name":77,"@type":72,"acceptedAnswer":78},"What question formats and allowed materials will be used?",{"text":79,"@type":75},"The exam includes multiple choice, true/false with justification, derivations, short answers, and interpreting figures. Electronic devices are not allowed, and students may bring one front-and-back 8½ x 11 sheet of notes.",{"name":81,"@type":72,"acceptedAnswer":82},"How should students prepare before the final exam and mock final?",{"text":83,"@type":75},"Students are advised to attend (or watch) the final exam review session, review prior year’s exams and solutions, and review this year’s homework problems. A mock final is scheduled for Thu, May 4 at 6:30pm and is intended as practice even though it is shorter and not exhaustive.","https://schema.org",{"og:url":52,"og:type":86,"og:title":13,"og:site_name":58,"og:description":14},"article",{"robots":88,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":91},[92,96,100,103,108,113,118,123,128,131,135],{"id":20,"doc_module":4,"doc_module_name":46,"category_name":93,"show_sort_weight":94,"slug":95},"Story & Novel",90,"story-novel",{"id":47,"doc_module":4,"doc_module_name":46,"category_name":97,"show_sort_weight":98,"slug":99},"Literature",80,"literature",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":101,"slug":102},70,"exam",{"id":104,"doc_module":4,"doc_module_name":46,"category_name":105,"show_sort_weight":106,"slug":107},5,"Comic",60,"comic",{"id":109,"doc_module":4,"doc_module_name":46,"category_name":110,"show_sort_weight":111,"slug":112},6,"Technology",50,"technology",{"id":114,"doc_module":4,"doc_module_name":46,"category_name":115,"show_sort_weight":116,"slug":117},7,"Healthcare",40,"healthcare",{"id":119,"doc_module":4,"doc_module_name":46,"category_name":120,"show_sort_weight":121,"slug":122},8,"Research & Report",30,"research-report",{"id":124,"doc_module":4,"doc_module_name":46,"category_name":125,"show_sort_weight":126,"slug":127},9,"Religion & Spirituality",20,"religion-spirituality",{"id":126,"doc_module":4,"doc_module_name":46,"category_name":129,"show_sort_weight":126,"slug":130},"World Cup","world-cup",{"id":132,"doc_module":4,"doc_module_name":46,"category_name":133,"show_sort_weight":132,"slug":134},10,"Lifestyle","lifestyle",{"id":136,"doc_module":4,"doc_module_name":46,"category_name":137,"show_sort_weight":104,"slug":138},19,"General","general"]