question
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---|---|---|---|---|---|
Describe an aspect of your role you learned at your former job that you feel will be beneficial to your future role at SAP
|
Data Science
|
SAP
| null | null | null |
Describe any hurdles you have overcome while working with supervised machine learning, and how did you overcome them?
|
Data Science
|
Chime
| null | null | null |
Describe Apache Spark and how it is different from Hadoops MapReduce.
|
Data Engineer
|
Capital One
| null | null | null |
Describe batch gradient descent, stochastic gradient descent, and mini-batch gradient descent.
|
Machine Learning
| null | null | null | null |
Describe both generative and discriminative models and give an example of each?
|
Machine Learning
|
Robinhood
| null | null | null |
Describe circumstances that require a list, tuple or set in Python.
|
Data Science
|
Goldman Sachs
| null | null | null |
Describe Conditional Probability and Provide an Example.
|
Data Analytics
|
Mastercard
| null | null | null |
Describe Different Regularization Methods, Such as L1 and L2 Regularization?
|
Machine Learning
| null | null | null | null |
Describe dimensionality reduction and its advantages.
|
Data Science
|
Stripe
| null | null | null |
Describe dimensionality reduction and its advantages.
|
Data Science
|
Block
| null | null | null |
Describe entropy in the context of machine learning, and show mathematically how to maximize it assuming N states.
|
Machine Learning
|
Robinhood
| null | null | null |
Describe gradient descent and its role in optimizing machine learning models.
|
Machine Learning
| null | null | null | null |
Describe gradient descent and the motivations behind stochastic gradient descent?
|
Machine Learning
|
Robinhood
| null | null | null |
Describe Hadoop streaming.
|
Data Engineer
|
Morgan Stanley
| null | null | null |
Describe hashing and also give an example of when you should use it.
|
Data Science
|
Glider
| 2,023 | null | null |
Describe how a recurrent neural network works.
|
Data Science
|
PayPal
| null | null | null |
Describe how Python’s with statement works and provide an example of its usage.
|
Python
| null | null |
No
|
No
|
Describe how XGBoost differs from Random Forest algorithms and provide an instance where you would prefer one over the other.
|
Data Engineer
|
JPMorgan Chase
| null | null | null |
Describe how you align with JD?
|
Data Analytics
|
Wells Fargo
| null | null | null |
Describe how you ensure that your data is accurate and reliable.
|
Data Science
|
Stripe
| null | null | null |
Describe how you would analyse user behaviour data to spot trends or anomalies.
|
Data Science
|
PayPal
| null | null | null |
Describe how you would analyze churn rates for different subscription plans, identifying factors contributing to churn and areas for improvement.
|
Data Analytics
|
Stripe
| null | null |
pe
|
Describe how you would sort floating numbers between 0 and 1 in low memory conditions with only 4GB available but the file being 32GB.
|
Data Science
|
JPMorgan Chase
| null | null | null |
Describe how you would use data analytics to track and analyze the impact of a hypothetical data breach on Stripes customer base and identify areas for mitigation.
|
Data Analytics
|
Stripe
| null | null |
pe
|
describe how you would use machine learning to optimize amazon's supply chain management, ensuring timely delivery and minimizing costs.
|
Data Science
|
AWS
| null | null | null |
Describe Hypothesis Testing. How is the statistical significance of an insight assessed?
|
Data Science
| null | null | null | null |
Describe internship and research projects
|
Data Engineer
|
Shell
| 2,023 | null | null |
Describe LEFT JOIN and the difference between LEFT JOIN and INNER JOIN.
|
SQL
| null | null | null | null |
describe linear regression vs. logistic regression
|
Machine Learning
|
AWS
| null | null | null |
Describe NameNode.
|
Data Engineer
|
Morgan Stanley
| null | null | null |
Describe one of your most successful projects.
|
Data Analytics
|
Glider
| 2,022 | null | null |
Describe one time where you took a leadership position in a group project?
|
Data Analytics
|
Goldman Sachs
| null | null | null |
describe prior projects/datasets that you worked with
|
Data Science
|
IBM
| null | null | null |
Describe probabilistic graphical model?
|
Machine Learning
|
Glider
| 2,023 | null | null |
Describe random forests and their advantages over single-decision trees.
|
Machine Learning
| null | null | null | null |
Describe regression to an executive with no background in statistics.
|
Data Science
|
Chime
| null | null | null |
Describe reinforcement learning and root cause analysis.
|
Data Science
|
Stripe
| null | null | null |
Describe reinforcement learning and root cause analysis.
|
Data Science
|
Block
| null | null | null |
Describe something in statistics you recently learnt and like
|
Data Science
|
JPMorgan Chase
| null | null | null |
Describe teamwork experience with different bgs
|
Data Science
|
JPMorgan Chase
| null | null | null |
Describe technical debt.
|
Data Science
|
Glider
| 2,023 | null | null |
Describe the architecture of the Transformer model.
|
Machine Learning
| null | null | null | null |
Describe the Bernoulli distribution.
|
Machine Learning
| null | null | null | null |
Describe the chi-squared distribution.
|
Machine Learning
| null | null | null | null |
Describe the components of Microsoft's self-service BI solution.
|
Data Analytics
| null | null | null | null |
Describe the concept of a database transaction. Why is it important to maintain data integrity?
|
SQL
| null | null | null | null |
Describe the concept of conditional probability density function (PDF).
|
Machine Learning
| null | null | null | null |
Describe the concept of hypothesis testing and when it is used?
|
Data Science
|
American Express
| null | null | null |
Describe the Cost function in logistic regression.
|
Data Analytics
|
Morgan Stanley
| null | null | null |
Describe the data types in SQL.
|
SQL
| null | null | null | null |
Describe the Difference Between Correlation and Autocorrelation
|
Data Science
| null | null | null | null |
Describe the difference between leading indicators and lagging indicators in the context of product metrics. Describe the indicators in the context of product metrics associated with Stripe.
|
Data Science
|
Stripe
| null | null | null |
Describe the difference between WHERE and HAVING in SQL.
|
SQL
| null | null | null | null |
Describe the different regularization techniques used to prevent overfitting in machine learning.
|
Machine Learning
|
JPMorgan Chase
| null | null | null |
Describe the idea behind boosting. Give an example of one method and describe one advantage and disadvantage it has?
|
Machine Learning
|
Robinhood
| null | null | null |
Describe the idea behind PCA and go through its formulation and derivation in matrix form. Go through the procedural description and solve the constrained maximization.
|
Machine Learning
|
Robinhood
| null | null | null |
describe the importance of oracle roles in managing access control.
|
Data Analytics
|
Oracle
| null | null | null |
Describe the information that needs to be output for each sell transaction.
|
Data Science
|
Robinhood
| null | null | null |
Describe the JOIN types.
|
SQL
| null | null | null | null |
Describe the model formulation behind logistic regression and how to maximize the log-likelihood of a given model (using the two-class case).
|
Machine Learning
|
Robinhood
| null | null | null |
Describe the Model-View-Controller (MVC) architecture.
|
Python
| null | null |
No
|
No
|
Describe the Poisson distribution and its characteristics.
|
Machine Learning
| null | null | null | null |
Describe the process of database mirroring.
|
SQL
| null | null | null | null |
describe the process of designing a statistical model to predict product demand for amazon's inventory management system. what factors would you consider, and how would you validate the model?
|
Data Science
|
AWS
| null | null | null |
Describe the process of hypothesis testing, including null and alternative hypotheses.
|
Machine Learning
| null | null | null | null |
Describe the process triggered by the Block Scanner upon identifying a corrupted data block in detail.
|
Data Engineer
|
Capital One
| null | null | null |
Describe the Python Functions?
|
Python
| null | null |
No
|
No
|
Describe the SELECT statement.
|
SQL
| null | null | null | null |
Describe the setup algorithmically with formulas for Expectation-Maximization.
|
Machine Learning
|
Robinhood
| null | null | null |
Describe the setup and assumptions of using linear discriminant analysis (LDA).
|
Machine Learning
|
Robinhood
| null | null | null |
Describe the significance of data locality in Hadoop and its impact on performance.
|
Data Engineer
|
JPMorgan Chase
| null | null | null |
describe the significance of the oracle redo log.
|
Data Analytics
|
Oracle
| null | null | null |
Describe the Star Schema.
|
Data Engineer
|
Morgan Stanley
| null | null | null |
Describe the Star Schema.
|
Data Analytics
|
Morgan Stanley
| null | null | null |
Describe the Support Vector Machine (SVM) Algorithm.
|
Data Analytics
|
Mastercard
| null | null | null |
Describe the use of Markov models in sequential data analysis?
|
Machine Learning
| null | null | null | null |
describe to me how pca works.
|
Data Science
|
Google
| null | null | null |
Describe Type I and Type II errors in hypothesis testing.
|
Data Science
| null | null | null | null |
Describe univariate, bivariate, and multivariate analysis.
|
Data Analytics
| null | null | null | null |
describe univariate, bivariate, and multivariate analysis.
|
Data Analytics
|
Oracle
| null | null | null |
Describe univariate, bivariate, and multivariate analysis.
|
Data Analytics
|
Pico MES
| null | null | null |
Describe various machine learning terms.
|
Data Science
|
JPMorgan Chase
| null | null | null |
Describe your experience with Agile delivery methods, such as Scrum or Kanban.
|
Data Engineer
|
Shell
| null | null | null |
Describe your experience with Agile methodology in data engineering teams.
|
Data Engineer
|
Visa
| null | null | null |
Describe your experience with data compliance regulations (e.g., GDPR, CCPA) and their impact on data engineering practices.
|
Data Engineer
|
Robinhood
| null | null | null |
describe your experience with data structures and algorithms.
|
Data Analytics
|
Nvidia
| null | null | null |
Describe your experience with databases like Oracle, SQL, PostgreSQL, or DynamoDB.
|
Data Engineer
|
Shell
| null | null | null |
Describe your experience with ETL (Extract, Transform, Load) tools and frameworks.
|
Data Engineer
|
Robinhood
| null | null | null |
Describe your experience with problem-solving.
|
Data Analytics
|
PayPal
| null | null |
pe
|
Describe your experience with relational databases like MySQL or PostgreSQL.
|
Data Engineer
|
Robinhood
| null | null | null |
Describe your experience with SQL and database querying. How do you optimize queries for performance when working with large datasets?
|
Data Analytics
|
Coinbase
| null | null | null |
Describe your Favorite ML Project ?
|
Data Science
|
PayPal
| null | null | null |
Describe your general process of building a classification model.
|
Data Science
|
Morgan Stanley
| null | null | null |
Describe your knowledge of data modeling principles and your ability to design a schema that captures all necessary data points for analytics.
|
Data Engineer
|
Capital One
| null | null | null |
Describe your previous experiences in a similar role.
|
Data Analytics
|
JPMorgan Chase
| null | null | null |
Describe your process for presenting complex data analysis findings to non-technical stakeholders. How do you ensure clarity and relevance in your presentations?
|
Data Analytics
|
Coinbase
| null | null | null |
Describe your process for presenting complex data analysis findings to non-technical stakeholders. How do you ensure clarity and relevance in your presentations?
|
Machine Learning
|
Coinbase
| null | null | null |
Describe your projects?
|
Machine Learning
|
Wells Fargo
| null | null | null |
Describe your work style and how you like to approach tasks?
|
Machine Learning
|
Capital One
| null | null | null |
Describe yourself as a person.
|
All
|
Mastercard
| null | null |
pe
|
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