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I applied via Company Website and was interviewed before Nov 2023. There were 3 interview rounds.
Home assignment was measured based on metrics u can visualize.
Measuring, optimizing, and monitoring ML model pipeline in cloud involves tracking performance metrics, tuning hyperparameters, and setting up alerts.
Track performance metrics such as accuracy, precision, recall, and F1 score to evaluate model performance.
Optimize hyperparameters using techniques like grid search, random search, or Bayesian optimization to improve model accuracy.
Set up monitoring tools like CloudWatch ...
I have used Convolutional Neural Networks (CNN) for cloud based image data.
Utilized CNN for image classification and object detection tasks
Implemented transfer learning with pre-trained CNN models like VGG, ResNet, or Inception
Used data augmentation techniques to improve model performance
A recommender system is a type of information filtering system that predicts the preferences or ratings a user would give to items.
Recommender systems are commonly used in e-commerce websites to suggest products based on user behavior.
They can be content-based, collaborative filtering, or hybrid systems.
Examples include Netflix recommending movies based on viewing history, Amazon suggesting products based on purchase h
Bayesian statistics is a method of statistical inference in which Bayes' theorem is used to update the probability of a hypothesis as more evidence or information becomes available.
Bayesian statistics involves updating prior beliefs with new evidence to form posterior beliefs.
It allows for the incorporation of prior knowledge into the analysis.
Bayesian statistics is particularly useful in situations with limited data o...
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I applied via Monster and was interviewed before Nov 2020. There was 1 interview round.
I applied via Naukri.com and was interviewed in Jan 2021. There were 4 interview rounds.
I applied via Referral and was interviewed before Oct 2020. There were 3 interview rounds.
I was interviewed before Oct 2021.
There are technical and objective questions
They asked about projects and asked to speak on any topics.
I applied via Company Website and was interviewed before Mar 2021. There were 3 interview rounds.
Java assesment.
I applied via Walk-in and was interviewed in Jul 2019. There were 3 interview rounds.
I applied via Naukri.com and was interviewed in Sep 2020. There were 5 interview rounds.
I applied via Naukri.com and was interviewed before Jan 2021. There was 1 interview round.
I was interviewed before Dec 2020.
Round duration - 60 Minutes
Round difficulty - Medium
This round had 1 question of Basic Programming and Maths and then I was asked some questions related to DBMS and basic C++ concepts.
Ayush is tasked with determining the first 'X' terms of the series defined by 3 * N + 2, ensuring that no term is a multiple of 4.
The first line contains a single in...
Generate the first 'X' terms of a series 3 * N + 2, excluding multiples of 4.
Iterate through numbers starting from 1 and check if 3 * N + 2 is not a multiple of 4.
Keep track of the count of terms generated and stop when 'X' terms are found.
Return the list of terms that meet the criteria for each test case.
Normalization is needed in a database to reduce redundancy, improve data integrity, and optimize database performance.
Eliminates data redundancy by breaking down data into smaller, more manageable tables
Prevents update anomalies by ensuring data consistency
Improves data integrity by enforcing relationships between tables
Optimizes database performance by reducing storage space and improving query efficiency
Intension refers to the attributes or properties of a concept, while extension refers to the instances or examples of that concept in a database.
Intension describes the characteristics or properties of a concept.
Extension refers to the actual instances or examples of that concept.
For example, in a database of fruits, intension would include attributes like color, taste, and size, while extension would list specific fru
new() is used to allocate memory for an object and call its constructor, while malloc() is used to allocate memory without calling any constructor.
new() is a C++ operator, while malloc() is a function in C.
new() returns a pointer to the allocated memory, while malloc() returns a void pointer.
new() automatically calls the constructor of the object, while malloc() does not initialize the allocated memory.
Example: int* ...
In C++, a structure is a user-defined data type that can hold both data and functions, while a class can also have access specifiers and inheritance.
Structures in C++ are primarily used for grouping data members together, while classes can have additional features like access specifiers (public, private, protected) and inheritance.
Structures default to public access for their members, while classes default to private a...
Round duration - 60 Minutes
Round difficulty - Medium
This round was preety much mixed and contained questions from Operating Systems, Unix, Java and more importantly Selenium.
Piping in Unix/Linux allows the output of one command to be used as the input for another command.
Piping is done using the '|' symbol.
It helps in connecting multiple commands together to perform complex operations.
Example: ls -l | grep 'txt' - This command lists all files in long format and then filters for files with 'txt' in their name.
Memory protection in operating systems is a feature that prevents a process from accessing memory that has not been allocated to it.
Memory protection helps prevent one process from interfering with the memory of another process.
It ensures that each process can only access memory that has been allocated to it.
Examples of memory protection mechanisms include read-only memory segments and memory segmentation.
Memory protec...
The main method in Java must include the static modifier to be able to run the program.
Without the static modifier, the main method cannot be called by the Java Virtual Machine (JVM).
The program will not be able to start and will throw a NoSuchMethodError.
Adding the static modifier allows the main method to be called without creating an instance of the class.
JIT compiler stands for Just-In-Time compiler, which compiles code during runtime for improved performance.
JIT compiler translates bytecode into machine code on-the-fly
It helps in optimizing performance by compiling frequently executed code paths
Examples include Java HotSpot VM's JIT compiler and .NET's JIT compiler
XPath is a query language used for selecting nodes from an XML document.
XPath stands for XML Path Language
It is used to navigate through elements and attributes in an XML document
XPath uses path expressions to select nodes or content in an XML document
Example: //book[@category='fiction'] selects all book elements with category attribute equal to 'fiction'
The pause feature in Selenium IDE allows users to pause the execution of a test case for a specified amount of time.
The pause command is used to introduce a delay in the test execution.
It takes a parameter specifying the time to pause in milliseconds.
For example, 'pause 3000' will pause the test execution for 3 seconds.
The four parameters needed to pass in Selenium are URL, Port Number, Browser Driver, and Desired Capabilities.
URL: The URL of the website you want to automate testing on.
Port Number: The port number where the Selenium server is running.
Browser Driver: The specific browser driver (e.g. ChromeDriver, GeckoDriver) to use for testing.
Desired Capabilities: Additional settings and preferences for the browser driver.
Round duration - 30 Minutes
Round difficulty - Easy
This was a typical HR round with some standard Behavioral questions.
Tip 1 : Must do Previously asked Interview as well as Online Test Questions.
Tip 2 : Go through all the previous interview experiences from Codestudio and Leetcode.
Tip 3 : Do at-least 2 good projects and you must know every bit of them.
Tip 1 : Have at-least 2 good projects explained in short with all important points covered.
Tip 2 : Every skill must be mentioned.
Tip 3 : Focus on skills, projects and experiences more.
Some of the top questions asked at the Hexagon Capability Center Senior Data Scientist interview -
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