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Generative AI Interview Questions and Answers
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Questions
Generative AI
0
votes
Can you give an example of a task where zero-shot learning might be useful, and explain why?
answered
Jun 25
in
Generative AI
by
rahuljain1
zero-shot
learning
0
votes
What is retrieval-augmented generation, and how does it differ from traditional language generation?
answered
Jun 25
in
Generative AI
by
rahuljain1
traditional
language
generation
0
votes
How do you handle long-term dependencies in language models?
answered
Jun 25
in
Generative AI
by
rahuljain1
long-term
dependencies
language
models
0
votes
What are some challenges in training large language models?
answered
Jun 25
in
Generative AI
by
rahuljain1
training
large
language
models
0
votes
What is zero-shot learning, and how does it differ from one-shot learning?
answered
Jun 25
in
Generative AI
by
rahuljain1
zero-shot
learning
0
votes
How does beam search work in language models?
answered
Jun 25
in
Generative AI
by
rahuljain1
language
models
0
votes
What is the difference between a language model and a sequence-to-sequence model?
answered
Jun 25
in
Generative AI
by
rahuljain1
language
model
sequence-to-sequence-model
0
votes
How do you handle out-of-vocabulary words in language models?
answered
Jun 25
in
Generative AI
by
rahuljain1
out-of-vocabulary
words
language
models
0
votes
What is the role of tokenization in language models?
answered
Jun 25
in
Generative AI
by
rahuljain1
tokenization
language
models
0
votes
Can you explain how reinforcement learning with human feedback can be used to fine-tune a language model?
answered
Jun 25
in
Generative AI
by
rahuljain1
fine-tune
a
language
model
0
votes
How do you evaluate the performance of a language model?
answered
Jun 25
in
Generative AI
by
rahuljain1
language
model
0
votes
What is fine-tuning in the context of language models?
answered
Jun 25
in
Generative AI
by
rahuljain1
context
language
models
0
votes
How do you handle bias in language models?
answered
Jun 25
in
Generative AI
by
rahuljain1
language
models
0
votes
What is the role of attention mechanisms in large language models?
answered
Jun 25
in
Generative AI
by
rahuljain1
mechanisms
large
language
models
0
votes
What is the Transformer architecture?
answered
Jun 25
in
Generative AI
by
rahuljain1
transformer
architecture
0
votes
Can you explain the difference between a parametric and a non-parametric language model?
answered
Jun 25
in
Generative AI
by
rahuljain1
parametric
non-parametric
language
model
0
votes
What is a large language model?
answered
Jun 25
in
Generative AI
by
rahuljain1
large
language
model
0
votes
In what ways does Gemini’s architecture optimize training efficiency and stability compared to other multimodal LLMs like GPT-4V?
answered
Jun 21
in
Generative AI
by
rajeshsharma
stability
compared
multimodal
llms
lgpt-4v
0
votes
What sets LLaMA 2 apart from other large language models like GPT concerning attention mechanisms?
answered
Jun 21
in
Generative AI
by
rajeshsharma
gpt
concerning
attention
mechanisms
0
votes
How does Gemini leverage multi-query attention to improve the efficiency of multi-head attention in its architecture?
answered
Jun 21
in
Generative AI
by
rajeshsharma
multi-head
attention
0
votes
What is the significance of multi-head attention in transformer models like GPT and LLaMA?
answered
Jun 21
in
Generative AI
by
rajeshsharma
gpt
llama
0
votes
Why is scalable computing infrastructure essential for advancing Generative AI?
answered
Jun 21
in
Generative AI
by
rajeshsharma
computing
infrastructure
essential
0
votes
What role does interpretability play in the development and deployment of Generative AI systems?
answered
Jun 21
in
Generative AI
by
rajeshsharma
generative
ai
systems
0
votes
What impact does Generative AI have on various industries and society as a whole?
answered
Jun 21
in
Generative AI
by
rajeshsharma
generative
ai
0
votes
Discuss the relationship between Generative AI and Deep Learning.
answered
Jun 21
in
Generative AI
by
rajeshsharma
generative
ai
deep
learning
0
votes
How does Generative AI intersect with human creativity and intelligence?
answered
Jun 21
in
Generative AI
by
rajeshsharma
human
creativity
intelligence
0
votes
What methods are available for assessing the fidelity of outputs generated by Generative AI systems?
answered
Jun 21
in
Generative AI
by
rajeshsharma
generated
generative
ai
systems
0
votes
Can you elaborate on adversarial attacks and their impact on Generative AI systems?
answered
Jun 21
in
Generative AI
by
rajeshsharma
adversarial
attacks
0
votes
How does transfer learning contribute to advancing Generative AI?
answered
Jun 21
in
Generative AI
by
rajeshsharma
transfer
learning
0
votes
Discuss the trade-offs between different generative models, such as GANs vs. VAEs.
answered
Jun 17
in
Generative AI
by
SakshiSharma
generative
models
gans
vaes
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