COMPSCI 181: Machine Learning

Course exam catalog and study material archive for Machine Learning at Harvard University. Request verified past exam papers and study resources directly through our student community.

Independent study archive Learn more

Materials are uploaded by users for self-study purposes. PwnHero is an independent platform, not affiliated with, sponsored by, or endorsed by any university or institution.

Common aliases: COMPSCI 181

Resources 8
Types Midterms, Finals, Worksheets
Years 2011 – 2020
University Harvard University
Course Overview

Study Resources for Machine Learning

Assessment Inventory for COMPSCI 181 (8 Documents)
Assessment inventory for COMPSCI 181 at Harvard University
Document Format Year Access
Midterm (Exam 1) 2020 Midterm 2020 Illustrative Archive
Midterm (Exam 1) 2019 Midterm 2019 Illustrative Archive
Midterm (Exam 2) 2018 Midterm 2018 Illustrative Archive
Midterm (Exam 1) 2018 Midterm 2018 Illustrative Archive
Midterm (Exam 1) 2017 Midterm 2017 Illustrative Archive
Midterm (Exam 1) 2015 Midterm 2015 Illustrative Archive
Final Exam 2011 Final 2011 Illustrative Archive
Worksheet 4 Worksheet — Illustrative Archive

Complete inventory of all 8 assessments (sorted by most recent). Select any document to inspect or use the search bar above to filter.

Course Overview & Exam Syllabus

This archive catalogs 8 free educational resources and past exams for COMPSCI 181 (Machine Learning) at Harvard University, containing 6 midterm papers, 1 final examination, and 1 worksheet. Dated documents represent 6 distinct academic years between 2011 and 2020.

Core Exam Topics & Learning Objectives

  • Supervised learning algorithms: linear/logistic regression, decision trees, SVMs, and ensemble methods in COMPSCI 181
  • Neural network architectures: backpropagation calculus, activation functions, convolutional layers, and regularization
  • State-space search and decision theory: A* heuristic search, adversarial minimax, and Markov Decision Processes
  • Model evaluation metrics: cross-validation, precision/recall trade-offs, ROC-AUC, and bias-variance tradeoff in Machine Learning

Frequently Asked Questions

Which assessment formats are cataloged in this COMPSCI 181 archive?

This collection for COMPSCI 181 at Harvard University catalogs 8 total resources across the following formats: Midterms, Finals, Worksheets. Each document is listed in the assessment inventory table with its individual format tag and academic year where recorded.

What academic years are covered in this COMPSCI 181 collection?

Dated materials in this archive span from 2011 to 2020, representing 6 distinct academic years. Coverage varies by the records currently cataloged for this course.

How can students access these free COMPSCI 181 past exams?

All cataloged COMPSCI 181 past exams and study materials are free to request. The catalog, metadata, assessment inventory, and illustrative thumbnails are public; source documents are not shown on this page. Use the connect options to request a study resource, and confirm current course topics and grading policies with the Harvard University course syllabus.

Related COMPSCI Courses at Harvard University