DS 4400: Machine Learning and Data Mining 1
Course exam catalog and study material archive for Machine Learning and Data Mining 1 at Northeastern University. Request verified past exam papers and study resources directly through our student community.
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Common aliases: DS 4400
Study Resources for Machine Learning and Data Mining 1
Midterm (Exam 1) 2012
Midterm (Exam 2) 2017
Final Exam 2013
Midterm (Exam 1) 2014
Midterm (Exam 1) 2015
Midterm (Exam 1) 2016
Midterm (Exam 1) 2018
Midterm (Exam 1) 2019
Midterm (Exam 1) 2020
Worksheet 9
Assessment Inventory for DS 4400 (10 Documents)
| Document | Format | Year | Access |
|---|---|---|---|
| Midterm (Exam 1) 2020 | Midterm | 2020 | Illustrative Archive |
| Midterm (Exam 1) 2019 | Midterm | 2019 | Illustrative Archive |
| Midterm (Exam 1) 2018 | Midterm | 2018 | Illustrative Archive |
| Midterm (Exam 2) 2017 | Midterm | 2017 | Illustrative Archive |
| Midterm (Exam 1) 2016 | Midterm | 2016 | Illustrative Archive |
| Midterm (Exam 1) 2015 | Midterm | 2015 | Illustrative Archive |
| Midterm (Exam 1) 2014 | Midterm | 2014 | Illustrative Archive |
| Final Exam 2013 | Final | 2013 | Illustrative Archive |
| Midterm (Exam 1) 2012 | Midterm | 2012 | Illustrative Archive |
| Worksheet 9 | Worksheet | — | 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.
Course Overview & Exam Syllabus
This archive catalogs 10 free educational resources and past exams for DS 4400 (Machine Learning and Data Mining 1) at Northeastern University, containing 8 midterm papers, 1 final examination, and 1 worksheet. Dated documents represent 9 distinct academic years between 2012 and 2020.
Core Exam Topics & Learning Objectives
- Supervised learning algorithms: linear/logistic regression, decision trees, SVMs, and ensemble methods in DS 4400
- 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 and Data Mining 1
Frequently Asked Questions
Which assessment formats are cataloged in this DS 4400 archive?
This collection for DS 4400 at Northeastern University catalogs 10 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 DS 4400 collection?
Dated materials in this archive span from 2012 to 2020, representing 9 distinct academic years. Coverage varies by the records currently cataloged for this course.
How can students access these free DS 4400 past exams?
All cataloged DS 4400 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 Northeastern University course syllabus.