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Senseforth Interview Questions, Process, and Tips
Top Senseforth Interview Questions and Answers
- Q1. you are to build an airline system to recommend all possible routes from city 1 to city 2, direct routes and routes with connecting other cities. and all the data you hav ...read moreasked in RND Engineer interview
- Q2. What do you know about the effort estimation and how it is done?asked in Project Manager interview
- Q3. What is text embedding?asked in NLP Engineer interview
Senseforth Interview Experiences
3 interviews found
Anonymous
(2 Questions)
- Q1. Challenges in project
- Ans.
One of the challenges in the project was integrating multiple NLP models with different architectures.
Ensuring compatibility and consistency between models
Handling different input formats and output structures
Optimizing performance and computational resources
Addressing potential conflicts or biases between models
- Q2. What is text embedding?
- Ans.
Text embedding is a technique to convert text data into numerical vectors for machine learning models.
Text embedding captures semantic meaning of words in a continuous vector space.
Popular methods include Word2Vec, GloVe, and BERT.
Embeddings can be pre-trained or learned from scratch depending on the task.
They are used in NLP tasks like sentiment analysis, text classification, and machine translation.
Interview Preparation Tips
NLP Engineer Interview Questions asked at other Companies
I applied via Recruitment Consulltant and was interviewed in Jan 2022. There were 2 interview rounds.
(6 Questions)
- Q1. (based on my introduction) How does transformers work? what powers them and what’s inside?
- Q2. What is the purpose of activation functions? (after my answer that to introduce non-linearity), if that’s the case, why there are very less activation functions available? why can’t any function be an acti...
- Q3. Why does optimisers exist in feed-forward networks(FFNs)? (based on my answer that is to update weights) why does so many optimisers exist, if all that they need to do is to update weights, why does so man...
- Ans.
Optimizers exist in FFNs to update weights, but many exist due to different optimization techniques and trade-offs.
Different optimizers use different optimization techniques such as momentum, adaptive learning rates, and regularization.
Optimizers have different trade-offs such as convergence speed, generalization, and robustness to noisy data.
The choice of optimizer depends on the specific problem and data set.
Examples...
- Q4. What is layer normalisation in FFNs?
- Ans.
Layer normalisation is a technique used to normalise the inputs to each layer of a feedforward neural network.
It is similar to batch normalisation but normalises the inputs to each layer instead of the entire batch.
It helps in reducing the internal covariate shift problem.
It can be applied to any type of activation function.
It is particularly useful in recurrent neural networks.
Example: LayerNorm in PyTorch.
- Q5. You are to build an airline system to recommend all possible routes from city 1 to city 2, direct routes and routes with connecting other cities. and all the data you have available is if two cities are co...
- Ans.
Build an airline system to recommend routes from city 1 to city 2 with direct and connecting flights.
Create a graph with cities as nodes and connections as edges
Use Dijkstra's algorithm to find shortest path between city 1 and city 2
For connecting flights, find all possible paths with one or more stops
Sort and recommend routes based on total distance and number of stops
- Q6. Write a python function that takes a string input and returns all possible combinations of characters in that string and not include the combinations with repeated letters. for ex, input is ‘abc’, outputs ...
- Ans.
This function takes a string input and returns all possible combinations of characters in that string without repeated letters.
Use the itertools module to generate all possible permutations of the string.
Filter out the permutations that have repeated letters using a set.
Convert the filtered permutations into a list of strings.
Interview Preparation Tips
Skills evaluated in this interview
RND Engineer Interview Questions asked at other Companies
I applied via Recruitment Consultant and was interviewed before Nov 2019. There were 3 interview rounds.
Interview Questionnaire
4 Questions
- Q1. What do you know about the effort estimation and how it is done?
- Ans.
Effort estimation is the process of predicting the amount of time, resources, and cost required to complete a project or task.
Effort estimation is crucial for project planning and management.
It involves breaking down the project into smaller tasks and estimating the time and resources required for each task.
Various techniques can be used for effort estimation, such as expert judgment, historical data analysis, and para...
- Q2. What is a WBS (Work Break Down Structure) ?
- Ans.
A WBS is a hierarchical breakdown of project deliverables into smaller, manageable components.
WBS is used to organize and define the scope of a project
It breaks down the project into smaller, more manageable components
Each component is called a work package
The WBS is hierarchical, with the top level being the project deliverable and the lower levels being the work packages
It helps in estimating project costs, time and ...
- Q3. What was the most challenging situation in a project and how did you handled it?
- Q4. What is the project life cycle or different phases in a project?
- Ans.
The project life cycle consists of initiation, planning, execution, monitoring and control, and closure.
Initiation: Defining the project scope, objectives, and stakeholders.
Planning: Developing a detailed project plan, including timelines, budget, and resources.
Execution: Implementing the project plan and completing the work.
Monitoring and Control: Tracking progress, identifying and managing risks, and making necessary...
Interview Preparation Tips
Skills evaluated in this interview
Project Manager Interview Questions asked at other Companies
Top trending discussions
Interview questions from similar companies
Carbon footprint and ways to achieve
1. which data structure is used to create an editor?
(1 Question)
- Q1. Coding questions were asked
(1 Question)
- Q1. Design thinking questions
(1 Question)
- Q1. Behavioral round related question
Interview Preparation Tips
Cover your points to be mentioned
Selected
I applied via Company Website and was interviewed before Dec 2022. There were 3 interview rounds.
(2 Questions)
- Q1. SDLC questions - Role of a BA during different phases
- Ans.
A Business Analyst plays a crucial role throughout the Software Development Life Cycle (SDLC) by gathering requirements, analyzing business needs, and ensuring successful project implementation.
During the planning phase, the BA works closely with stakeholders to gather and analyze requirements.
In the design phase, the BA translates business requirements into functional specifications for the development team.
During the...
- Q2. Questions on testing - Types of testing, testing process
(1 Question)
- Q1. Questions based on your projects and on Scrum, Agile methodologies, tools used by business analysts
Interview Preparation Tips
Skills evaluated in this interview
Manogya Kaushik
(3 Questions)
- Q1. Study aspects of BA role
- Ans.
The Business Analyst role involves studying various aspects of business operations and processes.
Analyzing business requirements and translating them into functional specifications
Conducting stakeholder interviews to gather information and understand business needs
Identifying and documenting business processes and workflows
Performing data analysis to identify trends and patterns
Creating and maintaining project document...
- Q2. What are the roles in scrum?
- Ans.
The roles in Scrum include Product Owner, Scrum Master, and Development Team.
Product Owner: Represents the stakeholders and ensures the product backlog is prioritized.
Scrum Master: Facilitates the Scrum process, removes obstacles, and ensures adherence to Scrum principles.
Development Team: Self-organizing group responsible for delivering the product increment.
Examples: Product Owner - Defines product vision and backlog...
- Q3. What are different types of testing?
- Ans.
Different types of testing include unit testing, integration testing, system testing, and acceptance testing.
Unit testing: Testing individual components or units of software to ensure they function correctly.
Integration testing: Testing the interaction between different components or modules to ensure they work together.
System testing: Testing the entire system to verify that it meets the specified requirements.
Accepta...
Skills evaluated in this interview
Selected
I applied via Campus Placement and was interviewed before Aug 2023. There were 2 interview rounds.
Aptitude of from all topics
(2 Questions)
- Q1. Node js & javascript coding question
- Q2. Array related questions
Interview Preparation Tips
- javascript
- nodejs
First round is the aptitude round - they ask basic to advanced level coding questions
Basic DSA questions, best time to buy and sell stock and its variation
(2 Questions)
- Q1. Basic nosql vs sql questions
- Q2. Designing system for google playstore
- Ans.
Designing a system for Google Playstore involves creating a platform for users to browse, download, and review apps.
Implement a user-friendly interface for browsing and searching apps
Develop a secure payment system for purchasing apps
Include a review and rating system for users to provide feedback on apps
Ensure scalability to handle a large number of users and apps
Integrate analytics to track app performance and user b
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