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Unity Small Finance Bank Interview Questions and Answers
Q1. Design a metric system that handles requests from 100k Computers and show there metrics.
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
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.
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
Q3. 4. Problem solving and solution approach for a industry problem and how to implement MLOps in that
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
Q4. Center a div without using flexbox
Use absolute positioning and transform property to center a div without flexbox
Set position of div to absolute
Set top and left properties to 50%
Use transform property to translate(-50%, -50%)
Q5. How REST APIs work ?
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
Q6. What is logistic regression
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
Q7. What is bias and variance
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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