MU (Mumbai University) Term Test - II Important Questions for AI- DS & ML Semester 8
- Ishita Raikar
- Apr 11
- 2 min read
Break your syllabus into small parts and set daily goals. Use simple notes or flowcharts to revise quickly. Don’t skip solving PYQs – they give a clear idea of the paper pattern
IMPS for AAI
Explain Hidden Markov Models.
State generative models and their importance in AI.
Explain Markov Random Field (MRFs).
Differentiate between Generative Adversarial Network and Variational AutoEncoder.
Explain Conditional GAN in detail.
Elaborate on the architecture and challenges of training GANs, particularly focusing on issues like training instability and mode collapse.
Explain Vanilla GAN Architecture.
Explain Variational AutoEncoders in detail.
Explain the various types of Autoencoders - Undercomplete autoencoders, Sparse autoencoders, Contractive autoencoders, Denoising autoencoders, Variational Autoencoders (for generative modelling)
Explain transfer learning. Describe different types of transfer learning.
IMPS for GDC
What is an Eulerian graph? Provide an example.
Explain the concept of Hamiltonian graphs with an example.
Define and explain the following problems in graph theory: Shortest Path, Chinese Postman Problem, Traveling Salesman Problem.
How do graph databases differ from relational databases?
What are the key differences between graph databases and NoSQL databases?
Explain the Labelled Property Graph Model.
What are common pitfalls when modelling with graphs?
What are graph anti-patterns? Give examples.
Describe the architecture of a graph database application.
What factors should be considered during capacity planning for a graph database application?
IMPS for QC
What is the motivation behind studying Quantum Computing?
Compare and contrast a Quantum Computer with a Classical Computer.
List and briefly describe major concepts in Quantum Computing.
Name & briefly describe the major players in the Quantum Computing industry (IBM, Microsoft, Rigetti, D-Wave, etc.).
Explain the concept of orthogonality and inner product in the context of Quantum Computing.
Define unitary operators and projectors and explain their significance.
Explain Dirac notation and its importance in Quantum Computing.
Describe the architecture of the Quantum Computing platform.
Define Quantum Entanglement and provide an example.
Discuss the Bell State and its significance in Quantum Computing.
More Subjects and full downloadable PDFs are available in the Bh.Studyroom.
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