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Computer Science - Great Readings
This document consists of great books or articles on computer science. Some are here because there is a course covering the same material; some are just great books that you should read at some point in your career.
Once you have made it through most of the curriculum, knowing whether a book is worth your time will become easier. Or, if you are struggling in one of the courses, perhaps reading a book on the subject will help.
Programming
| Name | Author(s) |
|---|---|
| Introduction to Computation and Programming Using Python | John V. Guttag |
| Think Python 2e | Allen B. Downey |
| How to Design Programs | Matthias Felleisen, Robert Bruce Findler, Matthew Flatt, Shriram Krishnamurthi |
| Structure and Interpretation of Computer Programs | Hal Abelson, Jerry Sussman, Julie Sussman |
| Concepts, Techniques, and Models of Computer Programming | Peter Van Roy, Seif Haridi |
| Design Patterns: Elements of Reusable Object-Oriented Software | Erich Gamma, Richard Helm, Ralph Johnson, John Vlissides |
| Refactoring | Martin Fowler |
| Clean Code | Robert Martin |
| Code Complete 2e | Steve McConnell |
| The Pragmatic Programmer | Andrew Hunt, David Thomas |
| Programming Languages: Application and Interpretation | Shriram Krishnamurthi |
| Programming and Programming Languages | Shriram Krishnamurthi, Benjamin S. Lerner, Joe Gibbs Politz |
Math
| Name | Author(s) |
|---|---|
| Calculus Made Easy | Silvanus P. Thompson |
| Ximera: Interactive Calculus Textbooks | Ximera team |
| Discrete Mathematics with Applications (4th Edition) | Susanna S. Epp |
| Discrete Mathematics: An Open Introduction | Oscar Levin |
| Applied Discrete Structures | Alan Doerr, Ken Levasseur |
| Grinstead and Snell’s Introduction to Probability | Charles M. Grinstead, J. Laurie Snell |
| Introduction to Linear Algebra | Gilbert Strang |
Systems
| Name | Author(s) |
|---|---|
| Modern Operating Systems (4th Edition) | Andrew S. Tanenbaum, Herbert Bos |
| Computer Organization and Design: The Hardware/Software Interface | David Patternson, John Hennessy |
| Computer Networks (5th Edition) | Andrew S. Tanenbaum, David J. Wetherall |
| Computer Networking: A Top-Down Approach (6th Edition) | James F Kurose, Keith W Ross |
| Distributed Systems: Principles and Paradigms | Andrew Tanenbaum |
| Distributed Systems Reading Group | Various |
| System Design: Design large-scale systems | Various |
Theory
| Name | Author(s) |
|---|---|
| Introduction to Computing: Explorations in Language, Logic, and Machines | David Evans |
| Introduction to Algorithms (3rd Edition) | Thomas H. Cormen, Charles E. Leiserson, Ronald L. Rivest, Clifford Stein |
| The Algorithm Design Manual | Steven Skiena |
| Category Theory: A Gentle Introduction | Peter Smith |
| Category Theory for Programmers: The Preface | Bartosz Milewski |
| An Introduction to Information Retrieval | Christopher D. Manning, Prabhakar Raghavan, Hinrich Schütze |
Applications
| Name | Author(s) |
|---|---|
| Architecture of a Database System | Joseph M. Hellerstein, Michael Stonebraker, James Hamilton |
| Readings in Database Systems | Peter Bailis, Joseph M. Hellerstein, Michael Stonebraker, editors |
| Database Management Systems | Raghu Ramakrishnan, Johannes Gehrke |
| Transaction Processing: Concepts and Techniques | Jim Gray, Andreas Reuter |
| Data and Reality: A Timeless Perspective on Perceiving and Managing Information in Our Imprecise World | William Kent |
| The Architecture of Open Source Applications | Michael DiBernardo (editor) |
| Deep Learning | Ian Goodfellow, Yoshua Bengio and Aaron Courville |
| Bayesian Reasoning and Machine Learning | David Barber |
| Language Implementation Patterns | Terence Parr |
| Compilers: Principles, Techniques, and Tools (2nd Edition) | Alfred V. Aho, Monica S. Lam, Ravi Sethi, Jeffrey D. Ullman |
| Compiler Construction | Niklaus Wirth |
| The Mythical Man-Month | Fred Brooks, Jr. |