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I applied via LinkedIn and was interviewed in Sep 2023. There were 2 interview rounds.
Bias-variance tradeoff is the balance between underfitting and overfitting in machine learning models.
Bias refers to error from erroneous assumptions in the learning algorithm, leading to underfitting.
Variance refers to error from sensitivity to small fluctuations in the training set, leading to overfitting.
The tradeoff involves finding the right level of model complexity to minimize both bias and variance.
Regularizati...
SQL code to find 2nd highest salary
Use the MAX() function to find the highest salary
Use the WHERE clause to exclude the highest salary
Order the salaries in descending order and limit the result to 1
Top trending discussions
I applied via Naukri.com and was interviewed in Apr 2024. There were 2 interview rounds.
Random forest is an ensemble learning method using decision trees, while XGBoost is a gradient boosting algorithm.
Random forest builds multiple decision trees and combines their predictions, while XGBoost builds trees sequentially to correct errors.
Random forest is less prone to overfitting compared to XGBoost.
XGBoost is computationally efficient and often outperforms random forest in terms of predictive accuracy.
Rando...
I convince clients of model usefulness by showcasing its accuracy, precision, recall, and F1 score.
Explain the model's accuracy in predicting outcomes compared to actual results
Discuss precision - the proportion of true positive predictions out of all positive predictions
Highlight recall - the proportion of true positive predictions out of all actual positives
Mention F1 score - the balance between precision and recall,
I collect data from clients through various methods such as surveys, interviews, API integrations, and data sharing agreements.
Conduct surveys to gather specific data points from clients
Interview clients to understand their data needs and preferences
Integrate with client's systems through APIs to access real-time data
Establish data sharing agreements to receive data from clients securely
Tuned hyperparameters include learning rate, batch size, number of layers, and activation functions.
Adjusted learning rate to improve model convergence
Optimized batch size for better training efficiency
Experimented with different numbers of layers to find optimal model complexity
Tried various activation functions to enhance model performance
The features in the data set include age, gender, income, education level, location, and purchase history.
Age
Gender
Income
Education level
Location
Purchase history
posted on 20 Jun 2021
I applied via Company Website and was interviewed in Dec 2020. There was 1 interview round.
Data analysts are professionals who collect, analyze, and interpret data to help organizations make informed decisions.
Data analysts collect and organize data from various sources.
They clean and validate data to ensure accuracy and reliability.
They use statistical techniques and tools to analyze data and identify patterns and trends.
Data analysts create reports and visualizations to present findings and insights.
They c...
Management refers to the process of planning, organizing, directing, and controlling resources to achieve organizational goals.
Planning: setting goals and objectives, developing strategies, and outlining tasks
Organizing: arranging resources, delegating tasks, and establishing a structure
Directing: leading and motivating employees, communicating expectations, and resolving conflicts
Controlling: monitoring performance, m...
I appeared for an interview before Aug 2016.
I applied via Recruitment Consulltant and was interviewed in May 2024. There were 3 interview rounds.
It is easy to solve the Aptitude question and some identifying outputs of program.
A class is a blueprint for creating objects in object-oriented programming.
A class defines the properties and behaviors of objects.
An object is an instance of a class.
Example: Class 'Car' can have properties like 'color' and 'model', and behaviors like 'drive' and 'stop'.
Swap two numbers without using temp variable and reverse a string without using built-in functions.
To swap two numbers without using temp variable, use bitwise XOR operation.
To reverse a string without using built-in functions, use two pointers approach.
Example for swapping numbers: a = a ^ b; b = a ^ b; a = a ^ b;
Example for reversing a string: use two pointers to swap characters from start and end of the string.
Now, I am preparing for the third round.
So, I don't know the Coding Question.
I applied via LinkedIn and was interviewed in Mar 2024. There was 1 interview round.
The process for Software Development Engineer involves planning, designing, coding, testing, and deploying software solutions.
Gather requirements from stakeholders
Create a design based on requirements
Write code to implement the design
Test the software for bugs and issues
Deploy the software for users to use
Iterate on feedback and make improvements
I applied via Naukri.com and was interviewed in Jan 2022. There were 3 interview rounds.
Development life cycles are processes used to plan, design, build, test, and deploy software applications.
There are several development life cycles, including Waterfall, Agile, and DevOps.
The Waterfall model is a linear approach where each phase must be completed before moving on to the next.
Agile methodologies focus on iterative development and continuous feedback.
DevOps combines development and operations to create a...
I prefer not to disclose my current or expected salary as it is not relevant to my qualifications and experience.
I believe that my skills and experience are more important than my current or expected salary
I am open to discussing compensation that is fair and competitive for the role and my qualifications
I am more interested in the opportunity to work on challenging projects and grow my skills
I would like to focus on h...
I applied via Naukri.com and was interviewed in Mar 2022. There were 2 interview rounds.
Advance C, Java script ,Python, Html, Excel knowledge
Give me topic and i will discussed you that topic about regarding all things
I applied via Company Website and was interviewed in Jul 2022. There were 4 interview rounds.
JUST BASIC APPTITUDE , IF YOU ARE GOOD WITH BASICS THEN ITS GOOD
YOU SHJOULD KNOW INTERMEDIATE CODING
based on 1 interview
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