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10+ Varroc Group Interview Questions and Answers

Updated 14 Oct 2024

Q1. How to compare 2 large 100 GB JSON files in O(1) Time complexity

Ans.

Use hashing to compare the JSON files in O(1) time complexity.

  • Create a hash function to convert the JSON data into a unique hash value.

  • Calculate the hash value for each JSON file and compare the hash values.

  • If the hash values are equal, the JSON files are identical.

  • Example: Use MD5 or SHA-256 hash functions for generating hash values.

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Q2. Find total Nodes in a Binary tree along with time and space complexity

Ans.

Total nodes in a binary tree can be found using depth-first or breadth-first traversal algorithms with time complexity O(n) and space complexity O(h), where h is the height of the tree.

  • Use depth-first traversal (pre-order, in-order, post-order) or breadth-first traversal to visit each node and count the total nodes.

  • Time complexity is O(n) where n is the number of nodes in the tree.

  • Space complexity is O(h) where h is the height of the tree, due to the recursive calls in depth-...read more

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Q3. Map parent to children of a 4 Array tree in O(1) Space complexity

Ans.

Use array indices to map parent to children in a 4 Array tree in O(1) space complexity.

  • Assign children of a parent at indices 4*i+1, 4*i+2, 4*i+3, 4*i+4 where i is the index of the parent.

  • To find parent of a child at index j, use (j-1)/4 to get the parent index.

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Q4. Construct 4 Array Tree from scratch and implement some operations

Ans.

Construct 4 Array Tree and implement operations

  • Create an array to represent the tree structure

  • Implement operations like insert, delete, search, and traversal

  • Example: Construct a binary search tree using arrays

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Q5. Tell me the end to end process of creating a credit risk model

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Q6. How to analyse Banking Balance Sheet What are key ratios of NBFC/Bank

Ans.

Analyzing a bank's balance sheet involves examining key ratios such as capital adequacy, asset quality, and liquidity.

  • Calculate capital adequacy ratio (CAR) to assess the bank's ability to absorb losses

  • Examine asset quality by calculating non-performing asset (NPA) ratio

  • Analyze liquidity by calculating loan-to-deposit (LTD) ratio

  • Assess profitability by calculating return on assets (ROA) and return on equity (ROE) ratios

  • Compare ratios to industry benchmarks and historical data...read more

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Q7. What DAX query do in the power BI?

Ans.

DAX query is used in Power BI to retrieve and manipulate data from datasets.

  • DAX stands for Data Analysis Expressions

  • Used to create calculated columns, measures, and tables

  • Can perform calculations, filtering, and aggregation on data

  • Examples: CALCULATE, SUMX, FILTER

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Q8. How much will you rate yourself on R/Python coding skill

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Q9. Explain the logistic regression ML model.

Ans.

Logistic regression is a statistical model used to predict the probability of a binary outcome based on one or more predictor variables.

  • Logistic regression is used when the dependent variable is binary (0/1, True/False, Yes/No, etc.)

  • It estimates the probability that a given observation belongs to a particular category.

  • The output of logistic regression is a probability score between 0 and 1.

  • It uses the logistic function (sigmoid function) to map the output to the range [0, 1].

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Q10. What regression will you use for modelling?Why?

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Q11. Explain SQL join and having caluse?

Ans.

SQL join is used to combine rows from two or more tables based on a related column, while the HAVING clause is used to filter groups based on a specified condition.

  • SQL join is used to retrieve data from multiple tables based on a related column

  • Types of SQL joins include INNER JOIN, LEFT JOIN, RIGHT JOIN, and FULL JOIN

  • HAVING clause is used with GROUP BY to filter groups based on a specified condition

  • Example: SELECT * FROM table1 INNER JOIN table2 ON table1.column = table2.colu...read more

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Q12. What are type 1 and type 2 error?

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