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I applied via Approached by Company and was interviewed before Feb 2021. There were 2 interview rounds.
Anomaly detection is identifying unusual patterns in data. LSTM is a type of neural network used for sequence prediction. BERT is used in chatbots for natural language processing.
Anomaly detection involves identifying patterns in data that deviate from the norm
LSTM is a type of neural network that is used for sequence prediction and can handle long-term dependencies
BERT is a pre-trained language model used for natural ...
Preprocessing techniques include data cleaning, normalization, encoding, and feature scaling. Overfitting can be resolved by using techniques like cross-validation, regularization, and early stopping.
Data cleaning involves removing missing values, outliers, and duplicates
Normalization scales the data to a range of 0 to 1
Encoding converts categorical variables into numerical values
Feature scaling standardizes the range ...
I handle large amount of financial data by using distributed computing and parallel processing.
Use distributed computing frameworks like Hadoop or Spark to handle large datasets
Implement parallel processing to speed up data processing
Use cloud-based solutions like AWS or Azure for scalability
Optimize data storage and retrieval using compression and indexing techniques
Ensure data security and compliance with regulations
Outliers can be handled by removing or transforming them. Unbalanced datasets can be handled by resampling techniques.
For outliers, use statistical methods like z-score or IQR to identify and remove them.
For unbalanced datasets, use techniques like oversampling, undersampling, or SMOTE to balance the classes.
For regression problems, use robust regression techniques like Ridge or Lasso to handle outliers.
For classificat...
I have 3 years of experience with Angular. Pipes are used for data transformation and components are building blocks of Angular applications.
I have worked on Angular projects for 3 years, developing and testing various features.
Pipes in Angular are used for transforming data before displaying it in the UI. For example, date pipe formats dates in a specific way.
Components in Angular are reusable building blocks that enc...
Yes, I can replicate the screen in Angular that is currently visible on my display.
Use Angular's component structure to recreate the screen
Identify the HTML elements and CSS styles used on the screen
Fetch data from APIs if needed to populate the screen
Ensure functionality like buttons, forms, and interactions are replicated accurately
Multiple questions regarding data structures.
I appeared for an interview in Jan 2025.
Architecture of multiple microservices in MS Paint
Draw separate boxes for each microservice
Connect the boxes with lines to show communication
Label each box with the name of the microservice
Include any databases or external services used by the microservices
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Agile is a project management methodology focused on iterative development, SDLC is the software development life cycle, and user stories are short descriptions of a feature told from the perspective of the end user.
Agile is a project management approach that emphasizes flexibility, collaboration, and customer feedback.
SDLC is the process of planning, creating, testing, and deploying software applications.
User stories ...
To create a new market in Vietnam for LC/BG, we can start by conducting market research, building relationships with local businesses and government agencies, and offering tailored financial solutions.
Conduct market research to understand the needs and preferences of Vietnamese businesses
Build relationships with local banks, businesses, and government agencies to establish credibility and trust
Offer tailored financial ...
Acceptance criteria are conditions that a product must satisfy to be accepted by a user, customer, or stakeholder.
Acceptance criteria are typically defined during the planning phase of a project.
They are used to determine whether a product or feature is complete and functioning as expected.
Acceptance criteria are often written in a specific format, such as 'Given X, when Y, then Z.'
They help ensure that the product mee...
Get interview-ready with Top Ernst & Young Interview Questions
I appeared for an interview in Mar 2025, where I was asked the following questions.
Retrieve the second highest salary from a salary table using SQL.
Use the 'DISTINCT' keyword to avoid duplicate salaries.
Utilize 'ORDER BY' to sort salaries in descending order.
Use 'LIMIT' or 'OFFSET' to fetch the second record.
Example SQL: 'SELECT DISTINCT salary FROM employees ORDER BY salary DESC LIMIT 1 OFFSET 1;'
Optimizing SQL queries improves performance and reduces resource consumption, leading to faster data retrieval.
Use indexes: Create indexes on columns frequently used in WHERE clauses. Example: CREATE INDEX idx_name ON table_name(column_name);
Avoid SELECT *: Specify only the columns you need. Example: SELECT column1, column2 FROM table_name;
Use WHERE clauses: Filter data as early as possible. Example: SELECT column1 FRO...
Slicers provide a visual way to filter data, while filters apply conditions to limit data in reports or dashboards.
Slicers are visual elements that allow users to select values to filter data interactively.
Filters are typically applied behind the scenes and can be more complex, allowing for multiple conditions.
Example of a slicer: A dropdown menu for selecting a specific region in a sales dashboard.
Example of a filter:...
DAX calculates year-over-year growth by comparing current year values to previous year values using time intelligence functions.
Use the DAX function 'SAMEPERIODLASTYEAR' to reference the same period in the previous year.
Example: 'YoY Growth = (SUM(Sales[Amount]) - CALCULATE(SUM(Sales[Amount]), SAMEPERIODLASTYEAR(Date[Date]))) / CALCULATE(SUM(Sales[Amount]), SAMEPERIODLASTYEAR(Date[Date]))'
Ensure your date table is mark...
Power BI offers various filters to refine data visualizations, including report, page, and visual-level filters.
Report-level filters: Apply to all pages in the report. Example: Filtering out data for a specific region across all visuals.
Page-level filters: Apply to a single page in the report. Example: Showing sales data for a specific product category on one page.
Visual-level filters: Apply to individual visuals. Exam...
I applied via Naukri.com and was interviewed in Aug 2024. There were 3 interview rounds.
Power BI Services features include data visualization, interactive reports, dashboards, and data connectivity.
Data visualization tools like charts, graphs, and maps
Interactive reports for exploring data and gaining insights
Dashboards for monitoring key metrics and KPIs
Data connectivity to various sources like Excel, SQL databases, and cloud services
Seeking new challenges and growth opportunities in a different environment.
Desire for career advancement
Looking for new challenges
Seeking a change in work environment
Opportunity to learn and grow in a different setting
I applied via Referral and was interviewed in Sep 2024. There were 3 interview rounds.
I have 3 years of experience working in the Data Analytic team where I analyzed large datasets to provide insights and recommendations.
Performed data cleaning and preprocessing tasks to ensure data accuracy
Utilized statistical analysis and machine learning techniques to extract valuable information
Created data visualizations and reports to communicate findings to stakeholders
Data cleansing involves identifying and correcting errors in data to improve its quality. Ways to analyze data include using statistical methods, data visualization, and machine learning algorithms.
Identify and remove duplicate records
Standardize data formats and values
Fill in missing values using imputation techniques
Use data profiling to understand data quality issues
Apply data validation rules to ensure accuracy
Util...
I would deal with the overwhelming nature of working in a Big4 by prioritizing tasks, seeking support from colleagues, and practicing self-care.
Prioritize tasks based on deadlines and importance to avoid feeling overwhelmed
Seek support from colleagues or mentors to discuss challenges and brainstorm solutions
Practice self-care activities such as exercise, meditation, or hobbies to manage stress and maintain work-life ba
I applied via Campus Placement and was interviewed in Oct 2024. There were 3 interview rounds.
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The duration of Ernst & Young interview process can vary, but typically it takes about less than 2 weeks to complete.
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