STAT 154: Modern Statistical Prediction and Machine Learning
Course exam catalog and study material archive for Modern Statistical Prediction and Machine Learning at University of California, Berkeley (UCB). Request verified past exam papers and study resources directly through our student community.
This archive catalogs 15 free educational resources and past exams for STAT 154 (Modern Statistical Prediction and Machine Learning) at University of California, Berkeley (UCB), containing 7 midterm papers, 7 final examinations, and 1 worksheet. Dated documents represent 7 distinct academic years between 2016 and 2024.
Core Exam Topics & Learning Objectives
- Probability theory: sample spaces, conditional probability, Bayes' Theorem, and random variables in STAT 154
- Probability distributions: discrete (Binomial, Poisson, Geometric) and continuous (Normal, Uniform, Exponential) models
- Inferential statistics: Central Limit Theorem, confidence interval estimation, and hypothesis testing (t-tests, ANOVA, Chi-Square)
- Regression analysis: simple/multiple linear regression, correlation coefficients, R-squared, and residual diagnostics in Modern Statistical Prediction and Machine Learning
Study Resource for Modern Statistical Prediction and Machine Learning
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Midterm (Exam 1) 2016
University of California, Berkeley (UCB) STAT 154 Midterm (Exam 1) 2016
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Final Exam 2016
University of California, Berkeley (UCB) STAT 154 Final Exam 2016
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Midterm (Exam 1) 2018
University of California, Berkeley (UCB) STAT 154 Midterm (Exam 1) 2018
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Final Exam 2018
University of California, Berkeley (UCB) STAT 154 Final Exam 2018
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Midterm (Exam 1) 2019
University of California, Berkeley (UCB) STAT 154 Midterm (Exam 1) 2019
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Final Exam 2019
University of California, Berkeley (UCB) STAT 154 Final Exam 2019
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Midterm (Exam 1) 2020
University of California, Berkeley (UCB) STAT 154 Midterm (Exam 1) 2020
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Final Exam 2020
University of California, Berkeley (UCB) STAT 154 Final Exam 2020
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Midterm (Exam 1) 2022
University of California, Berkeley (UCB) STAT 154 Midterm (Exam 1) 2022
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Final Exam 2022
University of California, Berkeley (UCB) STAT 154 Final Exam 2022
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Midterm (Exam 1) 2023
University of California, Berkeley (UCB) STAT 154 Midterm (Exam 1) 2023
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Final Exam 2023
University of California, Berkeley (UCB) STAT 154 Final Exam 2023
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Midterm (Exam 1) 2024
University of California, Berkeley (UCB) STAT 154 Midterm (Exam 1) 2024
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Final Exam 2024
University of California, Berkeley (UCB) STAT 154 Final Exam 2024
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Worksheet 9
University of California, Berkeley (UCB) STAT 154 Worksheet 9
Assessment Inventory for STAT 154 (15 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) 2020 | Midterm | 2020 | Illustrative Archive |
| Final Exam 2020 | Final | 2020 | Illustrative Archive |
| Midterm (Exam 1) 2019 | Midterm | 2019 | Illustrative Archive |
| Final Exam 2019 | Final | 2019 | Illustrative Archive |
| Midterm (Exam 1) 2018 | Midterm | 2018 | Illustrative Archive |
| Final Exam 2018 | Final | 2018 | Illustrative Archive |
| Midterm (Exam 1) 2016 | Midterm | 2016 | Illustrative Archive |
| Final Exam 2016 | Final | 2016 | Illustrative Archive |
| Worksheet 9 | Worksheet | — | Illustrative Archive |
| Complete inventory of all 15 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 STAT 154 archive?
This collection for STAT 154 at University of California, Berkeley (UCB) catalogs 15 total resources across the following formats: Midterms, Finals, Worksheets. 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 STAT 154 collection?
Dated materials in this archive span from 2016 to 2024, representing 7 distinct academic years. Coverage varies by the records currently cataloged for this course.
How can students access these free STAT 154 past exams?
All cataloged STAT 154 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, Berkeley (UCB) course syllabus.