Top 10 Data Science Projects for Final Year Students of 2022

Data science projects are important for students to sharpen their skills and increase their future possibilities.

For the past few years, artificial intelligence and data science has been flourishing and the focus on these technologies will take them to heights. Businesses are acknowledging the significance of data science; numerous opportunities are tapping at your door. If you are studying data science and it is your final year, now is the perfect time to start working on your data science project. This article features current ideas for your upcoming data science project. Here is the list of the top 10 data science projects that you should not miss.

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Chatbots

Due to their skillfully handling of a profusion of customer queries and messages without any issue, Chatbots play a significant role for industries. They are designed to lessen the customer service workload by automating the hefty part of the process. Nonetheless, chatbots execute this by utilizing their promising methods supported by the technologies like machine learning, artificial intelligence and datascience. Therefore, creating a chatbot for your final data science project will be a great idea.  

Fake News Detection

In the list of the top 10 data science projects for the final year students, next is fake news detection. In this tech-driven world, every individual is aware of what fake news exactly is. Sharing fake news over the internet has become one snap thing. You all must have seen misleading information being spread over the internet from unauthorized sources. Such information makes you face issues but, in some circumstances, it has the great potential to cause a huge level of panic and violence. You can create a data science project to stop this spread by choosing Python and developing a model with Passive Aggressive Classifier and Tfid Vectorizer to divide the real news from the fake one.  

Forest Fire Prediction

Creating a forest fire prediction system is one of the best data science projects and it will be another considerable utilization of the abilities provided by data science. Forest fire is an uncontrolled fire in a forest causing a hefty amount of damage to not only nature but the animal habitat, and human property as well. To control the chaotic nature of forest fires and even predict them, you can create a data science project utilizing k-means massing to comprehend major fire hotspots and their intensity.  

Driver Drowsiness Detection

Every day there is at least one news of a road accident. One of the major reasons for road accidents has been sleepy drivers. To avoid unnecessary deaths and road accidents, datascience students can create a drowsiness detection system. This is yet another data science project that has the great potential to save a profusion of lives by continuously detecting the driver’s eyes and alerting him with alarms in case the system finds often closes of driver’s eyes.  

Brain Tumor Detection with Data Science

There are many famous data science projects on MRI scan datasets. One of them is Brain Tumor detection. You can utilize transfer learning on these MRI scans to get the mandatory details for classification. Or you can train your convolution neural network from scratch to detect brain tumors. This is definitely one of the best data science project ideas.  

Image Caption Generator Project in Python

This is one of the most interesting data science projects. It is easy for humans to describe what is in an image but for computers, an image is just a bunch of numbers that represent the color value of each pixel. This datascience project utilizes deep learning methods where you implement a convolutional neural network (CNN) with a Recurrent Neural Network (LSTM) to build the image caption generator.  

Breast Cancer Classification with Artificial Intelligence and Data Science

Breast Cancer Classification is yet another medical contribution of data science and Artificial Intelligence. For this project, you have to use the IDC_regular dataset to detect the presence of Invasive Ductal Carcinoma, the most common form of breast cancer. It develops in a milk duct invading the fibrous or fatty breast tissue outside the duct. In this data science project idea, you have to utilize Deep Learning and the Keras library for classification.  

Traffic Signs Recognition

Traffic signs and rules are crucial that every driver must obey to prevent accidents. To follow the rule, one must first understand how the traffic sign looks like. In the Traffic signs recognition project, you will learn how a program can identify the type of traffic sign by taking an image as input. For a final-year student, it is one of the best data science projects to try.  

Customer Segmentation

This is one of the most popular data science projects every student should try. Before running any campaign companies create different groups of customers. Customer segmentation is a popular application of unsupervised learning. Using clustering, companies identify segments of customers to target the potential user base.  

Movie Recommendation System

In this data science project, you have to utilize R to perform a movie recommendation through technologies like Machine Learning and Artificial Intelligence. A recommendation system sends out suggestions to users through a filtering process based on other users’ preferences and browsing history. If A and B like Home Alone and B likes Mean Girls, it can be suggested to A – they might like it too. This keeps customers engaged with the platform.