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Soroco Interview Questions and Answers

Updated 3 Jul 2024

Q1. Design a metric system that handles requests from 100k Computers and show there metrics.

Ans.

Design a metric system to handle requests from 100k Computers and display their metrics.

  • Use a distributed system architecture to handle the large number of requests efficiently.

  • Implement load balancing to evenly distribute requests among servers.

  • Utilize monitoring tools like Prometheus or Grafana to track and display metrics such as CPU usage, memory usage, network traffic, and response times.

  • Consider implementing caching mechanisms to reduce the load on the system.

  • Ensure sca...read more

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Q2. Create a family tree where a node has at most 2 parents and n children. Create 2 functions to find all the nodes preceding the given node and all the nodes following.

Ans.

Create a family tree with nodes having at most 2 parents and n children. Implement functions to find preceding and following nodes.

  • Create a tree structure where each node has references to its parents and children

  • Implement a function to find all nodes preceding a given node by traversing up the tree

  • Implement a function to find all nodes following a given node by traversing down the tree

  • Consider using depth-first search or breadth-first search for traversal

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Q3. 4. Problem solving and solution approach for a industry problem and how to implement MLOps in that

Ans.

Implementing MLOps for an industry problem requires a structured problem-solving approach.

  • Identify the industry problem and define the business objective

  • Collect and preprocess relevant data

  • Develop and train machine learning models

  • Deploy models to production environment with MLOps

  • Monitor and evaluate model performance regularly

  • Iterate and improve models as needed

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Q4. Center a div without using flexbox

Ans.

To center a div without using flexbox, use margin auto and set width

  • Set the width of the div

  • Use margin: 0 auto; to center horizontally

  • For vertical centering, use position: absolute; top: 50%; transform: translateY(-50%);

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Q5. How REST APIs work ?

Ans.

REST APIs work by allowing clients to interact with server resources using standard HTTP methods.

  • REST stands for Representational State Transfer

  • Clients make requests to the server using standard HTTP methods like GET, POST, PUT, DELETE

  • Responses from the server are typically in JSON or XML format

  • REST APIs are stateless, meaning each request from a client to the server must contain all the information necessary to understand the request

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Q6. What is logistic regression

Ans.

Logistic regression is a statistical method used to analyze and model the relationship between a binary dependent variable and one or more independent variables.

  • It is used to predict the probability of a binary outcome based on one or more predictor variables.

  • It is a type of regression analysis that is used when the dependent variable is dichotomous (binary).

  • It is commonly used in fields such as healthcare, finance, and marketing.

  • Example: Predicting whether a customer will bu...read more

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Q7. What is bias and variance

Ans.

Bias and variance are two types of errors that can occur in a model.

  • Bias refers to the difference between the expected value of the model's predictions and the true value.

  • Variance refers to the variability of the model's predictions for a given input.

  • High bias can lead to underfitting, while high variance can lead to overfitting.

  • The goal is to find a balance between bias and variance to create a model that generalizes well to new data.

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