Filter interviews by
Quizes and mathematical aptitude
Two case studies were presented
I am drawn to this organization because of its innovative approach to data analysis and its commitment to making a positive impact in the industry.
The organization has a strong reputation for using cutting-edge technology and techniques in data analysis.
I admire the organization's focus on using data to drive decision-making and improve processes.
I am impressed by the organization's track record of success and growth i...
In 5 years, I see myself as a seasoned data analyst leading projects and mentoring junior analysts.
Leading data analysis projects
Mentoring junior analysts
Continuing to learn and grow in the field
Possibly pursuing advanced certifications or degrees
Contributing to the success of the organization
3 question were asked in 90 min time
Precision is the ratio of correctly predicted positive observations to the total predicted positive observations.
Precision is calculated as TP / (TP + FP), where TP is true positives and FP is false positives.
It measures the accuracy of positive predictions made by the model.
A high precision indicates that the model is good at predicting positive cases without many false positives.
For example, in a binary classificatio...
A large language model is a type of artificial intelligence model that is capable of understanding and generating human language at a large scale.
Large language models use deep learning techniques to process and generate text.
Examples include GPT-3 (Generative Pre-trained Transformer 3) and BERT (Bidirectional Encoder Representations from Transformers).
Adam optimizer is an extension to the Gradient Descent optimizer with adaptive learning rates and momentum.
Adam optimizer combines the benefits of both AdaGrad and RMSProp optimizers.
Adam optimizer uses adaptive learning rates for each parameter.
Gradient Descent optimizer has a fixed learning rate for all parameters.
Adam optimizer includes momentum to speed up convergence.
Gradient Descent optimizer updates parameters b...
Use ReLU for hidden layers in deep neural networks, avoid for output layers.
ReLU is commonly used in hidden layers to introduce non-linearity and speed up convergence.
Avoid using ReLU in output layers for regression tasks as it can lead to vanishing gradients.
Consider using Leaky ReLU or Sigmoid for output layers depending on the task.
ReLU is computationally efficient and helps in preventing the vanishing gradient prob...
I applied via Referral and was interviewed in Dec 2023. There was 1 interview round.
I used the Random Forest algorithm in my project.
Random Forest is an ensemble learning method that combines multiple decision trees to make predictions.
It is used for both classification and regression tasks.
Random Forest reduces overfitting and provides feature importance.
Example: I used Random Forest to predict customer churn in a telecom company.
SQL is a programming language used for managing and manipulating relational databases. A database is a structured collection of data.
SQL is used to retrieve, insert, update, and delete data from a database.
A database is a software system that stores and organizes data in a structured manner.
SQL allows users to define the structure of a database, create tables, and establish relationships between tables.
Examples of data
Joins in SQL are used to combine rows from two or more tables based on a related column between them.
Joins are used to retrieve data from multiple tables in a single query.
Common types of joins include inner join, left join, right join, and full outer join.
Joins are performed using the JOIN keyword and specifying the columns to join on.
Joins can be used to combine tables based on matching values or non-matching values.
...
I applied via Naukri.com and was interviewed in Jan 2024. There was 1 interview round.
Sql and python questions were there with basic logic check
Python code with function
Define a function using 'def' keyword
Include parameters inside parentheses
Use 'return' statement to return a value from the function
I applied via Company Website and was interviewed before May 2023. There were 3 interview rounds.
GD round where check your communication skills
I applied via campus placement at Indian Institute of Technology (IIT), Kharagpur and was interviewed before Jul 2023. There were 3 interview rounds.
Mostly data related question and two coding questions which we had to do in python only
Attention in data science refers to the mechanism that allows models to focus on specific parts of the input data.
Attention mechanisms help models to weigh the importance of different input features.
They are commonly used in natural language processing tasks such as machine translation and text summarization.
Attention can improve the performance of models by allowing them to selectively focus on relevant information.
Ex...
Efficiency of LLMs can be judged based on various factors such as accuracy, speed, resource consumption, and interpretability.
Evaluate accuracy by comparing LLM predictions with ground truth labels
Assess speed by measuring the time taken for LLM to process data
Analyze resource consumption in terms of memory and computational power usage
Consider interpretability by examining how easily LLM decisions can be understood
Use...
I applied via Company Website and was interviewed in Dec 2023. There were 3 interview rounds.
Standard question from sql and python in hackerrank
Reverse a linked list by changing the direction of pointers
Start with three pointers: current, previous, and next
Iterate through the linked list, updating pointers to reverse the direction
Return the new head of the reversed linked list
based on 1 review
Rating in categories
Technical Account Manager
110
salaries
| ₹13 L/yr - ₹36 L/yr |
Senior Software Engineer
85
salaries
| ₹14 L/yr - ₹46 L/yr |
Software Engineer
82
salaries
| ₹6.1 L/yr - ₹24 L/yr |
Associate Software Engineer
67
salaries
| ₹6.9 L/yr - ₹21.1 L/yr |
Customer Success Manager
46
salaries
| ₹8.2 L/yr - ₹25.5 L/yr |
Palo Alto Networks
NortonLifeLock's
FireEye
Check Point Software Technologies