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Behavioral
3 months ago
Can you describe a time when you faced a major setback at work and how you recovered from it?
Data Science ManagerEngineering ManagerUX DesignerUX Researcher

Honeywell

Blackbaud

Seagate

When buildling the next generation instance, during the planning phase I budget the amount of servers we will launch the product with. Given each server cost was over 2 million dollar I biased to towards frugality and provided a bare minimum number of server we could launch with. But what I completely missed was during the developement some servers will end up in bad state and the engineering team will short of servers to test the software and firmware getting built which made meeting the project timeline riskly and heavily dependent on delivery schedules of servers and them staying healthy. This quickly became a bottleneck that I realized. I quickly put togther a plan to request adittional server and provide a detailed breakdown on where and how these would be used during and after developement. Synced with the hardware and ODM team and executives to get a approval and ordered the parts to get the servers and racks build at ODM. 

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3 months ago
Behavioral
3 months ago
Share with me an instance when things didn't go as planned in a previous job and how you responded to the situation.
Data Science ManagerML Engineering ManagerEngineering Manager

Honeywell

CoinDCX

NXP Semiconductors

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3 months ago
Coding
3 months ago
Consider an array of sorted integers from 0 to n. Your task is to find the integer that introduces a problem. Write a function that accomplishes this task with a time complexity of O(log n).
Machine Learning Engineer

Honeywell

Roofstock Logo

Roofstock

Databricks Logo

Databricks

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3 months ago
Behavioral
4 months ago
Please share an experience where you had to manage a conflict.
Frontend EngineerTechnical Program ManagerSoftware EngineerProduct Manager

Honeywell

Jabil Circuit Logo

Jabil Circuit

Zola Logo

Zola

+3

I’m my current role, during a core-team meeting I noticed conflicts between 2 team members, the MM and the EE. They were debating about why to include one component in the official BOM and discarding another one.

To understand their perspectives, I spoke with them separately in a friendly environment. The MM was frustrated because the EE didn’t provide any data or argument to discard the component that the MM suggested. This component had the same performance, was pin to pin compatible, and cheaper. On the other hand the EE explained he had bad experiences in the past with the component suggested by the MM and he refused to validate and qualify it to do not waste his time.

So… After being clear about the situation, I brought them together for a discussion and I emphasize to focus on the issue, not in personal discrepancies. Do, during the meeting, I encouraged both to consider the Project requirements, customers need and I worked with them brainstorming session.

Then, they agreed to meet with other stakeholders to get their inputs about these 2 components, they commit on a validation plan including both components. The one suggested by the EE as POR and the one suggested by the MM as alternate. They also agree to allocate 60% of the mass production volume to the EE component and 40% to the component suggested by the MM.

From my side, to ensure progress, I scheduled follow-up meetings with them to monitor their collaboration and for sure, I offered my support. Finally, both components are currently part of the product official BOM and these 2 guys improved their working relationship and communication.

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4 months ago
System Design
4 months ago
Design a system to recognize faces in real-time using machine learning.
Machine Learning Engineer

Honeywell

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4 months ago
Program SenseProgram Management
4 months ago
What steps do you take to identify the critical path in a project? Can you provide an example?
Program ManagerTechnical Program Manager

Honeywell

Checkout Logo

Checkout

Visa Logo

Visa

I will use as an example the Google Home Infrastructure program. The goal of the program was to identify issues earlier in the process and simplify releases.

A critical path is the minimum number of tasks to complete a project which for Google Home Infrastructure required to identify the task dependencies as well as which tasks were required and which ones were nice to have. The tasks identified as part of the critical path were infrastructure capacity, reliability and scalability to build/test every change and generate more accurate signals. Those were identified as minimum number of tasks to identify issues earlier in the process and also simplify releases by continuously validate changes end to end.

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4 months ago
Behavioral
4 months ago
In your opinion, what has been the most innovative idea you've ever had? How did you create it and how did you implement it?
Software EngineerData Engineering ManagerEngineering ManagerUX Designer

Honeywell

NetApp Logo

NetApp

Bill.com Logo

Bill.com

+7

When I joined my new team , I took lead on a new project which was complex in nature, had many unknowns and our team had to work on new framework, techstack, data models. The team was following agile methodology and will start with the work in first sprint. there was no concept of zero sprint or story grooming prior to the start of first sprint.

with the existing approach I envisioned some issues:

1. Because the number of unknown were high, the chances of doing wrong estimations for development were high.

2. There were high chances that the prioritisation is not right and we might have to revisit the features again and again.

3.  We might find out about unknowns while we are in the development process and that might cause delays.

To overcome these issues, I suggested some changes in our approach:

1. Increase the planning for one more release cycle and group the features as now, next and later.

2. For the features planned in the now group , prioritise them for the next release and complete the research and PRDs for them one sprint early. That means dev and QA will have 2 weeks extra to go through the stories, find out the dependencies and share the feedback. This helped in identifying if we need POCs for any feature or we can right away start developing them. Or if further modularisation is required.

3. I suggested to track the features related to new project in a different group, because to begin with the pace of the delivery will be slow.

When we begin, we took one complete release only in the RnD and understanding the new framework and doing small POCs to validate our understanding.

From second release, when we as a team were ready with good understanding on the expectations and other tech dependencies we started delivering and we could complete 2 full flows from end to end.

We had very less amount of spillover and could complete almost everything in the backlog, which was a big issue in earlier releases.

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4 months ago
Behavioral
4 months ago
How do you build trust with your team as a manager?
Engineering ManagerData Engineering ManagerData Science ManagerML Engineering Manager

Honeywell

GetYourGuide Logo

GetYourGuide

Gupshup Logo

Gupshup

In my previous role at Liberty, we undertook a significant data migration project that involved transitioning legacy systems to modern platforms like Salesforce and AWS Workforce. Initially, the project was planned with a strict timeline, and we had accounted for potential issues such as data compatibility and system downtime.

However, during the migration, we encountered unexpected challenges with data inconsistencies and quality issues that were more severe than anticipated. These issues arose because the legacy systems had inconsistent data formats and lacked comprehensive data validation rules, leading to discrepancies when transferring data to the new systems.

To address these challenges, we had to pause the migration process and implement an extensive data cleansing and validation phase. This involved using Python scripts and tools like Salesforce Inspector to standardize data formats and validate data accuracy. While this extended the project timeline, it was crucial to ensure that the data integrity was maintained post-migration.

After the adjustments, we successfully completed the migration with improved data accuracy, which was a critical requirement for the project's success. This experience taught me the importance of thorough data assessment and planning for contingencies, especially when dealing with complex data systems. It also reinforced the value of a flexible project management approach to accommodate unforeseen challenges.

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4 months ago
ML Knowledge
4 months ago
Can you explain to me how cross-validation is applied in machine learning models, and what advantages it offers?
Machine Learning Engineer

Honeywell

Meetup Logo

Meetup

AppDynamics Logo

AppDynamics

The cross-validation concept aims to divide dataset into N subsets. The model is trained N times, each time we will use N-1 subsets for training and the remaining one for testing, the test data will be changed in every round. This method is useful to avoid overfitting 

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4 months ago
Embedded Coding
4 months ago
In C, how would you write a program to identify all primes between two specified numbers?
Embedded Engineer

Honeywell

Infineon Logo

Infineon

Analog Devices Logo

Analog Devices

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4 months ago

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