It is a well-known fact that many engineering students are interested in data science and complete several projects based on the Python programming language. In this article, you’ll find a few Python data science projects that every student should be familiar with.
Many of you are aware that Python is a general-purpose programming language. Robotics, data science, computer vision, machine learning, artificial intelligence, and MATLAB are just a few of the technological fields that employ this high-level open-source language. Big data analysis, data science, and data mining are all closely tied to one another. It uses theories and techniques from many different disciplines, including statistics, mathematics, machine learning, domain language, etc., to analyse and understand the actual phenomena of the data.
Here are the top 10 Python data science projects that you need to know in 2023.
Identify Computer Access Needs for Employees: For this Python data science project, data scientists are required to manage the level of access to the data that should be granted to an employee in an organisation because there is a sizable amount of data that could be misused given the function of an employee in the company.
Forecast for Sales at BigMart Data scientist will need to construct a prediction model to ascertain the sales of each item in a particular Big Mart shop in this Python data science project. One will need to build a predictive model for the prediction by understanding the features of shops and products.
Challenge-Prediction for Job Recommendations: The Python developer’s major goal in working on this data science project is to build a machine learning model that can forecast which job seekers will submit applications. Data from earlier applications, demographics, and employment history are used to create predictions regarding job applications.
Employee Salary Data: To better understand how the city government operates, a data scientist will need to analyse the types of employees the city government recruits and their wages for this Python data science project.
In this data science assignment, time series forecasting will be performed by figuring out how much electricity a particular residence will require. The free software package Prophet is the best option. The Prophet is a tool that was created for trend prediction in time series and future modelling.
In this Python data science project, you will use a sentiment analyzer to examine countless remarks posted on various websites, social media accounts, papers, publications, etc.
Interactive data visualisations: Using modern data analysis software, you will actively modify, update, and explore graphical representations of data in this project.
Software for business advisors that uses data science: One of the most exciting data science projects uses exploratory data analysis, which automatically analyses the data, poses questions, and presents the answers as graphs and other visual representations.
Finding financial fraud: In this Python project, you will be able to detect credit card fraud using data science and ideas like decision trees, neural networks, and logistic regression.
Data sorting: In this data science mini-project, you will use Python to build an introductory project and sort data using data science techniques like statistics, programming, data intuition, and data wrangling.