OCBC Bank Data Analyst Interview Questions and Answers

Q1. Basic Machine Learning Question
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Q2. Ask about Previous work or project
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Q1. What is Ram? What is Rom?
Ans. 
RAM stands for Random Access Memory, a type of computer memory that can be accessed randomly. ROM stands for Read-Only Memory, a type of memory that stores data permanently.
• RAM is volatile memory used by the computer to store data and program instructions temporarily.

• ROM is non-volatile memory that stores firmware and cannot be easily modified or deleted.

• RAM is faster but loses data when power is turned off, while ROM ...read more
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Q2. Which language understand the computer?
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Computers understand machine language, which is a set of binary codes representing instructions that the computer can execute.
• Computers understand machine language, which consists of binary code representing instructions.

• High-level programming languages like Python, Java, C++ are used to write code that is then translated into machine language.

• Compilers and interpreters are used to convert high-level code into machine
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Q1. What is the machine language?
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Machine language is the lowest-level programming language that directly corresponds to instructions executed by a computer's CPU.
• Machine language consists of binary code representing instructions that can be executed by a computer's central processing unit (CPU)

• It is the lowest-level programming language and is specific to the type of CPU being used

• Machine language is difficult for humans to read and write, as it is co...read more
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Q1. What does BIOS works for?
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BIOS works as a firmware that initializes hardware components during the boot process of a computer.
• BIOS stands for Basic Input/Output System

• It is responsible for initializing and testing hardware components like the CPU, memory, and storage devices

• BIOS also provides the necessary instructions for the operating system to boot up

• It is stored on a ROM chip on the motherboard
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Pandas and SQL questions and some business case

Q1. The head of the vertical took interview, explained role and asked about my experience.
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Q2. What project did you work on?
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Q1. A senior data scientist asked technical questions on my experience.
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Q2. What is the advantage or lstm over rnn.
Ans. 
LSTM has better memory retention than RNN.
• LSTM can remember long-term dependencies better than RNN.

• LSTM has a gating mechanism that controls the flow of information.

• LSTM can handle vanishing gradient problem better than RNN.

• LSTM is more suitable for tasks that require long-term memory, such as speech recognition and language translation.
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Q3. What is multicollinearity and what are its effects?
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Multicollinearity is a phenomenon where two or more independent variables in a regression model are highly correlated.
• It can lead to unstable and unreliable estimates of regression coefficients.

• It can make it difficult to determine the individual effect of each independent variable on the dependent variable.

• It can also result in inflated standard errors and p-values, making it difficult to identify statistically signif...read more
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Q1. Tell me about your self
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Q2. SQL basics
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Q3. Banking terms
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Good went well nicce process

Medium level questions

Q1. Asked about core subjects
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Q2. Asked about my project
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Q1. Asked about the projects from the resume. It was based on Python. The project was stock prediction using ml. They mainly asked about the concepts used. And they also asked the equations related to data sci...read more
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Q1. I didn't qualified for this round
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