15 Amazing Machine Learning Project Ideas For Beginners [2022]

Table of Contents

Introduction

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.