CS 221: Artificial Intelligence: Principles and Techniques
Course exam catalog and study material archive for Artificial Intelligence: Principles and Techniques at Stanford University. Request verified past exam papers and study resources directly through our student community.
This archive catalogs 9 free educational resources and past exams for CS 221 (Artificial Intelligence: Principles and Techniques) at Stanford University, containing 4 midterm papers, 4 final examinations, and 1 quiz. Dated documents represent 4 distinct academic years between 2021 and 2024.
Core Exam Topics & Learning Objectives
- Supervised learning algorithms: linear/logistic regression, decision trees, SVMs, and ensemble methods in CS 221
- 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 Artificial Intelligence: Principles and Techniques
Study Resource for Artificial Intelligence: Principles and Techniques
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Midterm (Exam 1) 2021
Stanford University CS 221 Midterm (Exam 1) 2021
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Final Exam 2021
Stanford University CS 221 Final Exam 2021
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Midterm (Exam 1) 2022
Stanford University CS 221 Midterm (Exam 1) 2022
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Final Exam 2022
Stanford University CS 221 Final Exam 2022
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Midterm (Exam 1) 2023
Stanford University CS 221 Midterm (Exam 1) 2023
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Final Exam 2023
Stanford University CS 221 Final Exam 2023
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Midterm (Exam 1) 2024
Stanford University CS 221 Midterm (Exam 1) 2024
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Final Exam 2024
Stanford University CS 221 Final Exam 2024
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Quiz 8
Stanford University CS 221 Quiz 8
Assessment Inventory for CS 221 (9 Documents)
| Document | Format | Year | Access |
|---|---|---|---|
| Midterm (Exam 1) 2024 | Midterm | 2024 | Illustrative Archive |
| Final Exam 2024 | Final | 2024 | Illustrative Archive |
| 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 2022 | Final | 2022 | Illustrative Archive |
| Midterm (Exam 1) 2021 | Midterm | 2021 | Illustrative Archive |
| Final Exam 2021 | Final | 2021 | Illustrative Archive |
| Quiz 8 | Quiz | — | Illustrative Archive |
| Complete inventory of all 9 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 221 archive?
This collection for CS 221 at Stanford University catalogs 9 total resources across the following formats: Midterms, Finals, Quizzes. 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 221 collection?
Dated materials in this archive span from 2021 to 2024, representing 4 distinct academic years. Coverage varies by the records currently cataloged for this course.
How can students access these free CS 221 past exams?
All cataloged CS 221 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 Stanford University course syllabus.