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I appeared for an interview in Mar 2025, where I was asked the following questions.
Attention mechanism allows models to focus on specific parts of input data, enhancing performance in tasks like translation and summarization.
Attention weights determine the importance of different input elements.
In NLP, it helps models focus on relevant words in a sentence.
Example: In translating 'The cat sat on the mat', attention may focus on 'cat' when translating to another language.
Used in architectures like Tran...
Integrating Retrieval-Augmented Generation (RAG) enhances LLMs by combining retrieval and generation for improved context and accuracy.
Use a retriever to fetch relevant documents based on user queries, e.g., using Elasticsearch.
Combine retrieved documents with the LLM's input to provide context, improving response relevance.
Fine-tune the LLM on domain-specific data to enhance its understanding of the retrieved content.
...
Encoder-only models process input data to create representations, while decoder-only models generate output from those representations.
Encoder-only models, like BERT, focus on understanding input sequences.
Decoder-only models, like GPT, generate text based on previous tokens.
Encoder-decoder models, like T5, combine both for tasks like translation.
Encoder-only is typically used for classification tasks, while decoder-on...
HackerEarth / Hacker rank Test
Using dynamic programming to find the lowest cost for metro passes based on given days.
Create an array to store the minimum cost for each day.
Iterate through each day and calculate the minimum cost based on 1, 7, or 30 day pass.
Update the minimum cost for each day using dynamic programming.
Return the minimum cost for the total number of days needed.
I applied via Naukri.com and was interviewed before May 2021. There were 3 interview rounds.
I applied via Campus Placement and was interviewed in Aug 2022. There were 3 interview rounds.
Two questions in test.
One question only python language.
Second question multiple languages available.
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I applied via LinkedIn and was interviewed before Jul 2023. There were 3 interview rounds.
2 parts of aptitude test english and reasoning that was quite easy
A bank is a financial institution that accepts deposits from the public and creates credit.
Banks provide various financial services such as loans, mortgages, and investment accounts.
They play a crucial role in the economy by facilitating the flow of money and capital.
Examples of banks include JPMorgan Chase, Bank of America, and Wells Fargo.
An Analyst interprets data to provide insights, support decision-making, and improve business processes.
Analysts gather and analyze data to identify trends and patterns.
They create reports and visualizations to communicate findings effectively.
For example, a financial analyst evaluates investment opportunities.
Analysts often use tools like Excel, SQL, or Python for data manipulation.
It was easy and not difficult
I applied via Referral and was interviewed in Aug 2023. There were 3 interview rounds.
30 minutes, numerical type
I applied via LinkedIn and was interviewed in Mar 2024. There was 1 interview round.
I applied via Job Portal and was interviewed in Dec 2023. There was 1 interview round.
Basic code to be written
based on 1 interview experience
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