55 interview questions that could be asked of computer science engineers during MBA interviews:
System Design
- Explain the architecture of a scalable e-commerce system.
- How would you design a URL shortening service like Bitly?
- What are the key factors to consider when designing a load balancer?
- How would you design a distributed file system like Google Drive?
Compiler Design
- What are the different phases of a compiler? Explain their purposes.
- How is lexical analysis different from syntax analysis?
- What is the role of intermediate code in a compiler?
- Explain the concept of peephole optimization in compiler design.
Operating Systems (OS)
- What is the difference between a process and a thread?
- Explain the concept of deadlock and how it can be avoided.
- What are paging and segmentation? Compare the two.
- How does an operating system handle context switching?
Microprocessors
- What is the difference between RISC and CISC architectures?
- How does a microprocessor execute an instruction cycle?
- Explain the working of a pipeline in modern processors.
- What are interrupts, and how are they handled in a microprocessor?
Automata (Turing Machines)
- What is a Turing machine, and how does it differ from a finite automaton?
- Can a regular expression represent all languages? Why or why not?
- What is the difference between NP and P problems in computational theory?
- Explain the concept of a pushdown automaton and its applications.
Machine Learning (ML)
- Explain the difference between supervised, unsupervised, and reinforcement learning.
- What is overfitting in machine learning, and how can it be prevented?
- How would you explain a support vector machine (SVM) to a non-technical person?
- What are the key differences between gradient descent and stochastic gradient descent?
Database Management Systems (DBMS)
- What is normalization? Explain the different normal forms.
- How would you design a database schema for a social networking application?
- Explain the concept of ACID properties in databases.
- What are database indexes, and how do they improve performance?
Computer Networks
- What is the difference between TCP and UDP?
- Explain how data is transmitted using the OSI model.
- What is subnetting, and why is it used?
- How does a DNS resolve a domain name?
Algorithms
- What is the difference between dynamic programming and greedy algorithms?
- Explain the concept of divide-and-conquer with an example.
- How would you optimize a sorting algorithm for large datasets?
- What is the time complexity of Dijkstra’s algorithm, and where is it used?
Probability, Statistics, and Random Processes
- How would you explain Bayes’ Theorem with a real-life example?
- What is the difference between discrete and continuous probability distributions?
- How can Markov chains be applied to predict customer behavior?
- What is the law of large numbers, and how does it apply to simulations?
Advanced Mathematics
- Explain the Fourier series and its applications in computer science.
- What is the significance of eigenvalues and eigenvectors in machine learning?
- How is matrix multiplication used in graph algorithms?
- Explain the concept of partial derivatives in calculus and their role in optimization problems.
Graphs
- How would you detect a cycle in a directed graph?
- What are minimum spanning trees, and how are they used in networking?
- Explain the difference between BFS and DFS with applications.
- How can graph theory be used in social network analysis?
Matrices
- What is the significance of singular value decomposition (SVD)?
- How are matrices used in solving systems of linear equations?
- Explain the difference between a sparse matrix and a dense matrix.
- How is matrix inversion applied in linear transformations?
Calculus
- What is the role of gradients in optimization problems?
- Explain the difference between definite and indefinite integrals with examples.
- What is the role of differential equations in modeling real-world systems?
These questions test both technical knowledge and the ability to apply that knowledge in practical, real-world scenarios.
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