Were
in 2022 and Machine learning is becoming increasingly popular and crucial in
every field of life. Are you a final-year student and looking forward to
working on Machine Learning projects?
Here, we will be discussing the same. Stay tuned.
Machine
Learning projects mentioned here are both interesting and knowledgeable. Before
directly jumping on the list of Machine
Learning project ideas lets understand why bother building these projects.
” Developing
real-world ML projects is a good approach to sharpening your machine learning
skills.
” By developing ML projects, you will
learn the art of transforming theoretical knowledge into practical experience.
15 Interesting Machine Learning Project Ideas
1) Crypto Predictor
Cryptocurrency
is highly popular among almost every business and tech supporter globally.
Individuals who invest in cryptocurrency often keep an eye on the charts to see
the rise/fall in its prices. You have an opportunity to build a cryptocurrency
predictor which can guess the crypto prices. It is one of the most interesting Machine Learning projects. In this
project, you will require real-time cryptocurrency data which includes close
price, low price, open price & volume price.
2) Movie Ticket Pricing System
People
are highly interested to watch the entertainment at their convenience. Hence,
they opt for OTT platforms like Netflix. This has affected the movies release
in theatres. Only a handful of movies can generate full-length profits. You can
work on developing a customized ticket pricing system under ML project ideas.
The main aim of the project is to calculate the price of movie tickets based on
the viewers interest.
3) Image Recognition
Image
recognition is one of the popular Machine Learning project ideas for final year. Why? Because many mobile
applications use this technology where the machine identifies & analyses an
image for decision making. Design a new image recognition system using data
from any public domain. Here you have to build an image classification model
which identifies the input image category.
4) Human Activity Recognition
Here
comes another trending Machine Learning
project for students. Work on designing a human activity recognition model
via smartphone dataset. The main goal of the ML project is to identify human
fitness activities faultlessly.
accuracy.
5) Recommendation System
Today,
almost every online music & video streaming platform uses a recommendation
system. It is a machine learning technology you can work for. If you are a
beginner in the field of ML, you are advised to design a recommendation system
for a movie website, music platform, or shopping website.
6) Real Estate Price Prediction
Real
estate is considered an important subdivision of any economy. Its not so easy
to crack the dynamic housing & real estate market. But with this Machine Learning project idea,
everything is possible. Work on developing real data sets as ML models for
predicting housing prices and real estate prices. Add features such as a
‘predictive analysis chart for your clients.
7) Neural Network System
As
a beginner, you can try your hands-on developing neural network a branch of
Deep Learning & Artificial Intelligence. Its because of the Neural Network
system that technology like driverless cars, image recognition, etc. are
possible. You have a golden opportunity to explore the domain of neural
networks. Work on MNIST Handwritten Digit Classification Challenge thats
dedicated to designing a neural network machine learning system.
8) Sports Prediction
Sports
prediction is one of the interesting Machine
Learning project ideas mainly for beginners. You can use machine learning
for searching for new players. For working on this project, you can amass data
via any college or university-level sports competition.
9) Anomaly Detection
You
must have heard about data mining and Anomaly detection belongs here. It is
used to identify rare and uncommon events. This way any suspicious behavior
like Credit Card Fraud can be traced easily. You can work on an anomaly
detector system as a project under machine learning.
Social
media is a platform used for sharing photos, articles, videos, etc. But, do you
know that one can use social media for generating funds? Yes, it can. These
data sets from social media platforms can be collected, examined & processed
to predict a particular posts reach. Work on this machine learning project and
design a model to mine social media data.
11) Medical Diagnosis
Machine
learning is a tech firm that functions on the basis of data and predictive
analysis. Hence, it is widely used for medical diagnosis. You can work on
building a model thats capable of supporting/maintaining all the clinical data
in a classified manner. Medical diagnosis software is an interesting project to
work on as a beginner in machine learning.
12) Sentiment Analyzer
How
many of us actually understand the sentiments hidden behind particular social
media posts? Very few! Heres a great idea for you to work on developing a
sentiment analyzer as your next machine learning project. Help many social
media user-generated content creators to analyze the sentiment behind texts, or
a post & enhance their services.
13) Fake News Detection
The
modern world is bombarded with fake news. False news becomes the reason behind
distress among people. You can work on an ML project that develops a fake news
detector. Detecting fake news among the real news is a challenging task. You
can build a model for the same now.
14) Exploratory Analysis
A
business is nothing without its data. All things associated with a business
work only when data is gathered & canned thoroughly. Firms make decisions
based on these data sets. Design an exploratory analysis model that can analyze
critical data and & find hidden patterns and trends for a business.
15) MNIST Digit Classification
This
is the last and the most interesting project for beginners. How? Because you
can easily get data related to MNIST (Modified National Institute of Standards
and Technology) Digital Classification. Work on this ML project thats all
about creating a large database including handwritten digits, 0 through 9.
These digits can later be utilized in image processing systems.
Advanced Certification in Applied Data Science, Machine Learning & IoT By E&ICT Academy, IIT Guwahati
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