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ML implementation and Aptitude
I appeared for an interview in Nov 2024, where I was asked the following questions.
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I applied via Approached by Company and was interviewed before Dec 2021. There were 4 interview rounds.
Joins are used in databases to combine rows from two or more tables based on a related column between them.
Joins are used to retrieve data from multiple tables based on a related column between them
Common types of joins include INNER JOIN, LEFT JOIN, RIGHT JOIN, and FULL JOIN
Example: SELECT * FROM table1 INNER JOIN table2 ON table1.column = table2.column
Processing speed of scripting languages varies based on factors like code complexity and optimization.
Processing speed can vary based on the specific task being performed.
Compiled languages like C++ tend to be faster than interpreted languages like Python.
Optimizing code can improve processing speed.
JavaScript can be faster than Python for certain tasks.
Consider using libraries or frameworks optimized for performance.
I appeared for an interview before Mar 2024.
Datorama is a marketing intelligence platform that integrates data from various sources for analysis and visualization.
Data Integration: Datorama connects to multiple data sources like Google Analytics, Salesforce, and social media platforms.
Data Harmonization: It standardizes data formats and metrics, allowing for consistent analysis across different datasets.
Visualization: Users can create customizable dashboards to ...
I applied via Naukri.com and was interviewed in May 2024. There was 1 interview round.
Python numpy provides various functions for numerical operations on arrays.
numpy.sum() - calculates the sum of array elements
numpy.mean() - calculates the mean of array elements
numpy.max() - returns the maximum value in an array
numpy.min() - returns the minimum value in an array
numpy.std() - calculates the standard deviation of array elements
I applied via LinkedIn and was interviewed before Aug 2023. There were 2 interview rounds.
To show top 5 in pandas, use the nlargest() function.
Use the nlargest() function with the 'n' parameter set to 5 to get the top 5 values in a pandas DataFrame.
For example: df['column_name'].nlargest(5) will return the top 5 values in the specified column.
A scatter plot is a better representation for 3 numerical columns.
Use a scatter plot to show the relationship between the numerical columns.
Scatter plots are effective for visualizing correlations and patterns in data.
Each point on the plot represents a data point with values from all 3 columns.
I applied via Naukri.com and was interviewed before Sep 2022. There were 2 interview rounds.
Data validation ensures data is accurate and useful. Delete removes specific records, truncate removes all records, drop removes entire table.
Data validation ensures data is accurate, complete, and useful for analysis
Delete removes specific records from a table based on a condition
Truncate removes all records from a table, but keeps the table structure
Drop removes an entire table from the database
Example: DELETE FROM t...
Led various projects in previous organization including data analysis, process improvement, and system implementation.
Implemented new data analysis tools to improve efficiency
Led a team in developing a process improvement strategy resulting in cost savings
Managed the implementation of a new system to streamline operations
Reverse a string in Python using slicing
Use string slicing with a step of -1 to reverse the string
Example: 'hello'[::-1] will return 'olleh'
Led a cross-functional team to implement a new CRM system
Managed project timeline and budget effectively
Collaborated with IT, sales, and marketing teams to gather requirements
Provided training and support to end users post-implementation
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