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Polestar Solutions Interview Questions and Answers
Ques:- What is data normalization and why is it important
Right Answer:
Data normalization is the process of organizing data in a database to reduce redundancy and improve data integrity. It involves structuring the data into tables and defining relationships between them. Normalization is important because it helps eliminate duplicate data, ensures data consistency, and makes it easier to maintain and update the database.
Ques:- What is data analysis and why is it important
Right Answer:
Data analysis is the process of inspecting, cleaning, and modeling data to discover useful information, draw conclusions, and support decision-making. It is important because it helps organizations make informed decisions, identify trends, improve efficiency, and solve problems based on data-driven insights.
Ques:- What are the different types of data analysis
Right Answer:
The different types of data analysis are:

1. Descriptive Analysis
2. Diagnostic Analysis
3. Predictive Analysis
4. Prescriptive Analysis
5. Exploratory Analysis
Ques:- What is classification analysis and how does it work
Right Answer:
Classification analysis is a data analysis technique used to categorize data into predefined classes or groups. It works by using algorithms to learn from a training dataset, where the outcomes are known, and then applying this learned model to classify new, unseen data based on its features. Common algorithms include decision trees, logistic regression, and support vector machines.
Ques:- What is clustering in data analysis and how is it different from classification
Right Answer:
Clustering in data analysis is the process of grouping similar data points together based on their characteristics, without prior labels. It is an unsupervised learning technique. In contrast, classification involves assigning predefined labels to data points based on their features, using a supervised learning approach.
Ques:- what is the difference between jsp and servlets ?
Asked In :- Polestar Solutions,
Right Answer:
JSP (JavaServer Pages) is a technology that allows for the creation of dynamic web content using HTML and Java code, while Servlets are Java programs that run on a server and handle requests and responses. JSP is more user-friendly for designing the view layer, whereas Servlets are better for handling business logic and processing requests.
Ques:- What is delegate in asp.net?
Right Answer:
A delegate in ASP.NET is a type that represents references to methods with a specific parameter list and return type. It allows methods to be passed as parameters, enabling event handling and callback methods.
Ques:- No. It is not possible to use multiple ScriptManager control in a web page. In fact, any such requirement never comes in because a single ScriptManager control is enough to handle the objects of a web page.
Ques:- How to Create APIs in Django ?
Right Answer:
To create APIs in Django, you can use Django REST Framework (DRF). Here are the steps:

1. **Install Django REST Framework**:
```bash
pip install djangorestframework
```

2. **Add 'rest_framework' to your `INSTALLED_APPS` in `settings.py`**:
```python
INSTALLED_APPS = [
...
'rest_framework',
]
```

3. **Create a Django model** (if you don't have one):
```python
from django.db import models

class Item(models.Model):
name = models.CharField(max_length=100)
description = models.TextField()
```

4. **Create a serializer for the model**:
```python
from rest_framework import serializers

class ItemSerializer(serializers.ModelSerializer):
class Meta:
model = Item
fields = '__all__'
```

5. **Create views for
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