Best 5 Machine Learning Projects for Beginners in 2023

A Roadmap to Work on Best Machine Learning Projects

Machine learning is a popular technology that develops advanced algorithms to automate human activities. Similarly, Machine Learning Projects have contributed significantly to the industrial revolution and research.

After learning ML skills, many beginners wonder about what projects they must work on to gain industry experience. In this blog, we will discuss interesting Machine learning projects from diverse fields you can work on and get hands-on experience with. These projects will definitely improve your skills in handling massive datasets and solving real-world problems in time. But first, let's understand machine learning before continuing with the article.

What is Machine Learning?

Machine learning is a sub-branch of Artificial Intelligence (AI), which builds mathematical models from previously available training data. Learning from the trained data Machine learning identifies patterns and makes predictions for the new input key. Machine learning enhances the accuracy of predictions with large datasets and improves the decision-making system in analyzing complex problems.

Here are the best 5 Machine learning Projects every ML enthusiast should know:-

Human Activity Recognition Using Datasets from Smartphones -

It is an advanced-level Machine Learning project that uses Deep learning algorithms to develop Machine learning models that identify Human actions and make predictions.

In this project, you need to build a Human Activity Recognition system(HAR) ; this can be done using Smartphones. Smartphones have location data, search query data, voice messages, listening activity, physical activities, and many more. These previous datasets help us to build wearable smart devices that can identify human actions such as walking, running, standing, and sitting.

This is expandable to speech recognition and the emotional tone of any person. With ML technology, smart-wearable medical devices have become handy to common people and help them monitor health variables regularly.

Coupon Purchase Prediction Using Machine Learning-

After the Covid-19 pandemic, many businesses realized the need of online presence that have a potential to siginifcantly transform their business. Most people shifted their preference from offline shopping to online.

This boosted the e-commerce economy, more customers seemed to search for offers, discount coupons, membership savings, and many more.

This paved the way for the Coupon Purchase Prediction project, where you analyze the past data of customer shopping behaviour and predict the most-likely purchase of a coupon by any customer in a given time base.

In this project, you will improve ML skills using Data visualization tools to plot bar charts, pie charts, and histograms.

Music Genre Classification-

Music is one of the major stress-busters, but finding your genre of songs takes a little time and effort. The music genre classification project analyzes and processes audio files using Deep learning algorithms.

In this project, audio files will be fed as input to a machine learning model to categorize and label different genre songs like pop, hip-hop, rock, indie, and many more.

This machine learning project provides a better user experience to listeners and personalizes their playlists according to the genre. If you love to work on musical projects, this project is good to go.

Customer Churn Prediction Analysis -

Customer churn is one of the significant analyses in any business. To improve business, new customers are important, but building a relationship with a new customer is more difficult than retaining existing customers.

Customer churn occurs when existing customers no longer repeat their shopping behaviour by turning down to buy products and subscriptions. A quick identification of a customer about to churn enables customer retention.

In this project, you focus on developing Machine learning algorithms to identify factors leading to customer churns and behaviour patterns of customers who have stopped availing services of a company.

Image Cartooning using Machine Learning

Cartoons have been most entertaining in everyone’s childhood. How about converting real images into cartoons? Yes, this is possible using an Image cartooning machine learning project.

The main aim of this project is to extract a human expression from a flexible real-life image to expand in the cartoon. Generative Neural Network(GAN) is a framework used in this machine learning model to obtain desired cartoon images. You can even use this model to create your own emojis.

So here we end up with the best 5 ML projects. All these Machine learning projects have the potential to grow more in the AI market and can significantly enhance your learning process.

Final thoughts

From this blog, we understand that working on different Machine Learning projects enhances knowledge of data analysis from various sectors, diversifying your skills. You can even use your own ideas to develop brand-new machine-learning projects.

If you are someone looking forward to learning or enhancing your knowledge about Machine learning models and algorithms, your best option would be to check out Advanced Artificial Intelligence and Machine Learning Program.