CS 171: Introduction to Machine Learning and Data Mining
Course exam catalog and study material archive for Introduction to Machine Learning and Data Mining at University of California, Riverside (UCR). Request verified past exam papers and study resources directly through our student community.
This archive catalogs 10 free educational resources and past exams for CS 171 (Introduction to Machine Learning and Data Mining) at University of California, Riverside (UCR), containing 4 midterm papers, 5 final examinations, and 1 study guide. Dated documents represent 7 distinct academic years between 2016 and 2023.
Core Exam Topics & Learning Objectives
- Supervised learning algorithms: linear/logistic regression, decision trees, SVMs, and ensemble methods in CS 171
- 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 Introduction to Machine Learning and Data Mining
Study Resource for Introduction to Machine Learning and Data Mining
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Final Exam 2016
University of California, Riverside (UCR) CS 171 Final Exam 2016
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Midterm (Exam 1) 2017
University of California, Riverside (UCR) CS 171 Midterm (Exam 1) 2017
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Final Exam 2018
University of California, Riverside (UCR) CS 171 Final Exam 2018
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Midterm (Exam 1) 2019
University of California, Riverside (UCR) CS 171 Midterm (Exam 1) 2019
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Final Exam 2019
University of California, Riverside (UCR) CS 171 Final Exam 2019
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Final Exam 2021
University of California, Riverside (UCR) CS 171 Final Exam 2021
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Midterm (Exam 1) 2022
University of California, Riverside (UCR) CS 171 Midterm (Exam 1) 2022
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Midterm (Exam 1) 2023
University of California, Riverside (UCR) CS 171 Midterm (Exam 1) 2023
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Final Exam 2023
University of California, Riverside (UCR) CS 171 Final Exam 2023
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Study Guide 7
University of California, Riverside (UCR) CS 171 Study Guide 7
Assessment Inventory for CS 171 (10 Documents)
| Document | Format | Year | Access |
|---|---|---|---|
| Midterm (Exam 1) 2023 | Midterm | 2023 | Illustrative Archive |
| Final Exam 2023 | Final | 2023 | Illustrative Archive |
| Midterm (Exam 1) 2022 | Midterm | 2022 | Illustrative Archive |
| Final Exam 2021 | Final | 2021 | Illustrative Archive |
| Midterm (Exam 1) 2019 | Midterm | 2019 | Illustrative Archive |
| Final Exam 2019 | Final | 2019 | Illustrative Archive |
| Final Exam 2018 | Final | 2018 | Illustrative Archive |
| Midterm (Exam 1) 2017 | Midterm | 2017 | Illustrative Archive |
| Final Exam 2016 | Final | 2016 | Illustrative Archive |
| Study Guide 7 | Study Guide | — | Illustrative Archive |
| Complete inventory of all 10 assessments (sorted by most recent). Select any document to inspect or use the search bar above to filter. | |||
Frequently Asked Questions
Which assessment formats are cataloged in this CS 171 archive?
This collection for CS 171 at University of California, Riverside (UCR) catalogs 10 total resources across the following formats: Midterms, Finals, Study Guides. Each document is listed in the assessment inventory table below with its individual format tag and academic year where recorded.
What academic years are covered in this CS 171 collection?
Dated materials in this archive span from 2016 to 2023, representing 7 distinct academic years. Coverage varies by the records currently cataloged for this course.
How can students access these free CS 171 past exams?
All cataloged CS 171 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 University of California, Riverside (UCR) course syllabus.