Dell
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I applied via Company Website and was interviewed before Oct 2023. There were 5 interview rounds.
Take home case study on ML predictions
Managed multiple projects by prioritizing tasks and delegating responsibilities effectively.
Prioritized tasks based on deadlines and importance
Delegated responsibilities to team members based on their strengths and availability
Maintained open communication with stakeholders to provide updates on progress
Used project management tools to track progress and ensure deadlines were met
Managed data analysis projects, conducted data cleaning, performed statistical analysis, and presented findings to stakeholders.
Led a team of data analysts to complete a project on customer segmentation
Developed predictive models using machine learning algorithms
Collaborated with cross-functional teams to gather requirements and deliver insights
Created dashboards and reports for monitoring key performance indicators
I applied via Company Website and was interviewed before Mar 2023. There were 2 interview rounds.
Filter columns using list comprehension by specifying conditions in a concise and readable way.
Specify the condition within square brackets after the column name
Use the 'if' statement to filter the columns based on the specified condition
Example: [column for column in columns if column != 'unnecessary']
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Python test on list : reverse a list using a single array
Data ingestion architecture
I applied via Recruitment Consulltant and was interviewed before Feb 2023. There was 1 interview round.
The SQL query retrieves department names and the total number of employees in each department.
Use the SELECT statement to retrieve the department names and count of employees.
Join the employee table with the department table using the department ID.
Group the results by department name.
Use the COUNT function to calculate the total number of employees in each department.
This query calculates the total amount of orders placed by each customer.
Use the GROUP BY clause to group the orders by customer.
Use the SUM() function to calculate the total amount of each group.
Join the orders table with the customers table to get the customer names.
Join in SQL is used to combine rows from two or more tables based on a related column between them.
Join is used to retrieve data from multiple tables based on a related column
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
Primary key is a unique identifier for each record in a database table.
Primary key ensures each record in a table is uniquely identified
It must contain unique values and cannot have NULL values
Primary key can be a single column or a combination of columns
Example: 'ID' column in a 'Users' table can be a primary key
Easy to answer ,asked mostly on sql and other ml topics
SQL is a relational database management system, while NoSQL is a non-relational database management system.
SQL databases are table-based and have a predefined schema, while NoSQL databases are document-based, key-value pairs, graph databases, or wide-column stores.
SQL databases are good for complex queries and transactions, while NoSQL databases are better for hierarchical data storage and real-time web applications.
Ex...
Regularization in machine learning is a technique used to prevent overfitting by adding a penalty term to the model's loss function.
Regularization helps in reducing the complexity of the model by penalizing large coefficients.
Common types of regularization include L1 (Lasso) and L2 (Ridge) regularization.
L1 regularization adds the absolute value of the coefficients to the loss function, promoting sparsity.
L2 regulariza...
I expect challenging projects, opportunities for growth, collaborative team environment, and work-life balance.
Challenging projects that allow me to apply my data science skills and learn new techniques
Opportunities for growth and advancement within the company
Collaborative team environment where I can share ideas and work together towards common goals
Work-life balance to ensure I can perform at my best both profession
Topic was joining and calculating
posted on 2 Jan 2025
Basic python questions
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