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Data pipeline flow involves data ingestion, processing, storage, and analysis.
Data is first ingested from various sources such as databases, APIs, or files.
The data is then processed to clean, transform, and enrich it for analysis.
Processed data is stored in a data warehouse, data lake, or other storage solutions.
Finally, the data is analyzed using tools like SQL, Python, or BI platforms to derive insights.
Example...
ML project involves using algorithms to analyze data, make predictions, and automate decision-making processes.
Identify problem and define project goals
Collect and preprocess data
Select appropriate machine learning algorithm
Train and test the model
Evaluate model performance
Deploy model in production
Banks face various financial risks including credit, market, operational, liquidity, and reputational risks.
Credit Risk: The risk of loss due to a borrower's failure to repay a loan. Example: Default on a mortgage.
Market Risk: The risk of losses due to changes in market prices. Example: Fluctuations in stock prices affecting trading portfolios.
Operational Risk: The risk of loss from inadequate or failed internal p...
To understand customer behaviour based on credit card transaction, I would analyze spending patterns, transaction frequency, and purchase categories.
Analyze spending patterns to identify high and low spenders
Analyze transaction frequency to identify regular and irregular customers
Analyze purchase categories to identify customer preferences and interests
Use data visualization tools to identify trends and patterns
Co...
Different types of join include inner, outer, left, right, cross, and self join.
Inner join returns only the matching rows from both tables.
Outer join returns all rows from both tables and null values for non-matching rows.
Left join returns all rows from the left table and null values for non-matching rows from the right table.
Right join returns all rows from the right table and null values for non-matching rows fr...
Derivatives are financial instruments whose value is derived from an underlying asset or benchmark.
Types of derivatives include futures contracts, options contracts, swaps, and forward contracts.
Futures contracts are agreements to buy or sell an asset at a predetermined price and date in the future.
Options contracts give the holder the right, but not the obligation, to buy or sell an asset at a specified price wit...
Banking products include savings accounts, checking accounts, loans, credit cards, and investment accounts.
Savings accounts: earn interest on deposited funds
Checking accounts: used for daily transactions and bill payments
Loans: borrowed money with interest
Credit cards: allows purchases on credit with interest
Investment accounts: used to invest in stocks, bonds, and mutual funds
I appeared for an interview in Apr 2025, where I was asked the following questions.
I applied via Naukri.com and was interviewed in Jun 2024. There were 3 interview rounds.
I applied via Recruitment Consulltant and was interviewed in Mar 2024. There were 3 interview rounds.
Data pipeline flow involves data ingestion, processing, storage, and analysis.
Data is first ingested from various sources such as databases, APIs, or files.
The data is then processed to clean, transform, and enrich it for analysis.
Processed data is stored in a data warehouse, data lake, or other storage solutions.
Finally, the data is analyzed using tools like SQL, Python, or BI platforms to derive insights.
Example: Dat...
I applied via Company Website and was interviewed before Jun 2023. There was 1 interview round.
ML project involves using algorithms to analyze data, make predictions, and automate decision-making processes.
Identify problem and define project goals
Collect and preprocess data
Select appropriate machine learning algorithm
Train and test the model
Evaluate model performance
Deploy model in production
To understand customer behaviour based on credit card transaction, I would analyze spending patterns, transaction frequency, and purchase categories.
Analyze spending patterns to identify high and low spenders
Analyze transaction frequency to identify regular and irregular customers
Analyze purchase categories to identify customer preferences and interests
Use data visualization tools to identify trends and patterns
Compare...
Different types of join include inner, outer, left, right, cross, and self join.
Inner join returns only the matching rows from both tables.
Outer join returns all rows from both tables and null values for non-matching rows.
Left join returns all rows from the left table and null values for non-matching rows from the right table.
Right join returns all rows from the right table and null values for non-matching rows from th...
Banking products include savings accounts, checking accounts, loans, credit cards, and investment accounts.
Savings accounts: earn interest on deposited funds
Checking accounts: used for daily transactions and bill payments
Loans: borrowed money with interest
Credit cards: allows purchases on credit with interest
Investment accounts: used to invest in stocks, bonds, and mutual funds
I applied via Referral and was interviewed in Feb 2023. There were 3 interview rounds.
I appeared for an interview before Jul 2024, where I was asked the following questions.
Experienced analyst with a strong background in data analysis, project management, and process optimization across various industries.
Over 5 years of experience in data analysis, focusing on financial metrics and performance indicators.
Led a project to streamline reporting processes, reducing report generation time by 30%.
Utilized advanced Excel and SQL skills to extract and analyze large datasets for actionable insigh...
I appeared for an interview before Feb 2024.
Nothing bit resume review
Class definition in python
I applied via LinkedIn and was interviewed before Jan 2022. There were 3 interview rounds.
I applied via Recruitment Consultant and was interviewed in Oct 2021. There were 3 interview rounds.
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