In this article, 23 machine learning project ideas covering beginners, intermediate experts, and experts are shared to gain real-world experience with this growing technique. These machine learning project ideas will help you understand all the practices you need to be successful in your career and employed today.
Learning through projects is the best short-term investment you can make, and these project ideas allow you to quickly develop and enhance your machine learning skills. Linguistically, these machine learning projects can be developed in Python, R or any other tool.
Machine Learning Projects for Beginners
In this section, we list the top machine learning projects for beginners/beginners, if you are already working on basic machine learning projects, skip to the next section: Intermediate Machine Learning Projects
1. Iris Classification Project
Project idea: There are different types of irises, and you can tell them apart by the length of the petals and sepals. This is a basic project for machine learning beginners to predict new iris species.
Dataset: Iris classification dataset
2. Emojify – Create Your Own Emoji Using Python
Project Idea: The goal of this machine learning project is to classify human facial expressions and map them into emoji. We will build a convolutional neural network to recognize facial expressions. We'll then map those emotions with the corresponding emoji or avatar.
Source code: Emojify project
3. Loan forecasting using machine learning
Project Idea: The idea behind this ML project is to build a model that will classify how much a user can loan. It's based on a user's marital status, education, number of dependents, and employment. We can build a linear model for this project.
Dataset: Loan Prediction Dataset
4. Housing Price Prediction Project
Project idea: A dataset containing house prices in the remaining boroughs of Boston. The cost of a house varies according to various factors such as crime rate, number of rooms, etc. For starters, this is a great ML project to predict prices based on new data.
Dataset: House Price Prediction Dataset
5. MNIST Digit Classification Machine Learning Project
Project idea: The MNIST digit classification python project enables machines to recognize handwritten digits. This project can be very useful for computer vision. Here, we will train a model using a convolutional neural network using the MNIST dataset.
Dataset: MNIST Digit Recognition Dataset
Source Code: Handwritten Digit Recognition Project
6. Using Machine Learning to Predict Stock Prices
Project idea: There are many datasets available for stock market prices. This project for machine learning beginners aims to predict the future price of the stock market based on the previous year's data.
Dataset: Stock Price Prediction Dataset
Source Code: Stock Price Prediction Project
7. Titanic Survival Plan
Project Idea: This will be an interesting project because we will predict whether someone will survive the Titanic. For this beginner's project, we'll use the Titanic dataset, which contains real data on survivors and people who died on the Titanic.
Dataset: Titanic Survival Dataset
8. Wine quality inspection project
Project Idea: In this project, we can build an interface to predict the quality of red wine. It will use the chemical information of the wine and based on a machine learning model, it will give us a result of the quality of the wine.
Dataset: Wine Quality Dataset
9. Fake News Detection Project
Project idea: Fake news spreads like wildfire, which is a big problem in this day and age. We can learn how to distinguish fake news from real news. We can implement such a model using supervised learning.
Dataset: Detecting Fake News Dataset
Source Code: Fake News Detection Project
Intermediate Machine Learning Project
1. Music Genre Classification Machine Learning Project
Project Idea: The idea of this python machine learning project is to develop a machine learning project and automatically classify different music genres in audio. We need to classify these audio files using their frequency domain and time domain low-level features.
Source Code: Music Genre Classification Project
2. Bitcoin Price Predictor Project
Project idea: Bitcoin price predictor is a useful project. Blockchain technology is developing and there are many digital currencies on the rise. This project will help you predict the price of Bitcoin using previous data.
Dataset: Bitcoin Price Prediction Dataset
3. Uber data analysis project
Project Idea: This project can be used to perform data visualization on super data. This dataset contains 4.5 million super pickers in New York City. In order to analyze trips, a lot of data needs to be beautifully represented so that the business can be further improved.
Dataset: Uber Data Analysis Dataset
Source Code: Uber Data Analytics Project
4. Personality Prediction Items
Project Idea: The Myers Briggs Type Indicator is a personality type system that classifies a person into 16 different personalities based on introversion, intuition, thinking and perceiving abilities. We can identify their personalities based on the types of posts they make on social media.
Dataset: Personality Prediction Dataset
5. Xbox Game Prediction Project
Project idea: Data generated by people when they search can be used to predict user interests. BestBuy Consumer Electronics has provided data from millions of searches by users, and we will predict which Xbox games users are most interested in buying. This will be used to recommend games to visitors.
Dataset: Xbox Game Prediction Dataset
6. Credit card fraud detection project
Project idea: A company that uses cards for a high volume of transactions needs to spot anomalies in the system. This project aims to build a credit card fraud detection model. We will use the transaction and its label as fraudulent or not to detect whether a new transaction by a customer is fraudulent.
Dataset: Credit Card Fraud Detection Dataset
Source Code: Credit Card Fraud Detection Project
7. Barbie and the Brain Project
Project idea: A children's toy such as a barbie doll has a predefined set of words that can be said repeatedly. We can use machine learning methods to give Barbie some brains. It will be more engaging when the toy can understand and speak in different sentences. This is an excellent project that will improve the learning process for kids.
8. Use Machine Learning for Customer Segmentation
Project Idea: Customer Segmentation is a technique to segment customers based on their purchase history, gender, age, interests, etc. It is useful to have this information so that stores can be aided in personalizing marketing and providing customers with relevant, informative deals. With the help of this project, companies can run user-specific campaigns and provide user-specific offers instead of broadcasting the same offer to all users.
Dataset: Customer Segmentation Dataset
Source Code: Customer Segmentation Project
Advanced Machine Learning Project
1. Sentiment Analysis Using Machine Learning
Project idea: Sentiment analysis is the process of analyzing user sentiment. We can classify their emotions as positive, negative or neutral. Learning how to do sentiment analysis is a great project and is widely used today. This is one of the most popular machine learning projects. The reasoning behind this is that every company tries to understand the sentiment of the customers and if the customers are happy, they will stay. This project may show a way to reduce customer churn.
Dataset: Sentiment Analysis Dataset
Source Code: Sentiment Analysis Project
2. Enron investigation project
Project Idea: Enron collapsed in 2000, but data is available for investigation. The database contains emails of 500,000 real employees working in the company, so the data is very useful for performing data analysis and many data scientists use this dataset.
Dataset: Enron Investigation Dataset
3. Speech Emotion Recognition Machine Learning Project
Project Ideas: This is one of the best machine learning projects. Speech emotion recognition systems use audio data. It takes part of the speech as input and then determines the emotion in which the speaker is speaking. We can recognize different emotions like happy, sad, surprised, angry etc. This project may help identify customer emotions during a call with a call center.
Dataset: Speech Emotion Recognition Dataset
Source Code: Speech Emotion Recognition Project
4. Catch illegal fishing projects
Project idea: This is an interesting machine learning project. There are many boats, boats in the ocean, and it is impossible to manually track everyone's activities. It would be an amazing project to identify illegal poaching of animals and capture fishing activities through satellite and geolocation data. Global Fishing Watch provides free real-time data that can be used to build systems.
Dataset: Catch Illegal Fishing Dataset
5. Online grocery recommendation using collaborative filtering
Item idea: Collaborative filtering is a great technique for filtering out items that users might like based on responses from similar users. A grocery store recommender system would be a great project to make customers aware of what they want.
6. Movie recommendation system using machine learning
Project Idea: Recommender systems are everywhere, whether it is an online purchasing app, movie streaming app, or music streaming. They all recommend products based on target customers. A movie recommender system is an excellent project to enhance your portfolio.
Dataset: Movie Recommendation System Dataset
Source Code: Movie Recommender System Project
7. Automatic license plate recognition system
Project Idea: The purpose of this machine learning project is to detect and recognize the license plate number of a vehicle and read the license plate number printed on the license plate. This could be a good app for security scanning, traffic monitoring, etc.
Source Code: Automatic License Plate Recognition Project