Machine Learning Project Ideas
It is always good to have a practical insight of any technology that you are working on. Though textbooks and other study materials will provide you all the knowledge that you need to know about any technology but you can’t really master that technology until and unless you work on real-time projects.
In this tutorial, you will find 21 machine learning projects ideas for beginners, intermediates, and experts to gain real-world experience of this growing technology. These machine learning project ideas will help you in learning all the practicalities that you need to succeed in your career and to make you employable in the industry.
Learning through projects is the best investment that you are going to make. These project ideas enable you to grow and enhance your machine learning skills rapidly.
Machine Learning Project Ideas for Beginners
Project idea – The iris flowers have different species and you can distinguish them based on the length of petals and sepals. This is a basic project for machine learning beginners to predict the species of a new iris flower.
Dataset: Iris Flowers Classification Dataset
2. Loan Prediction using Machine Learning
Project idea – The idea behind this project is to build a model that will classify how much loan the user can take. It is based on the user’s marital status, education, number of dependents, and employments. We can build a linear model for this project.
Dataset: Loan Prediction Dataset
Project idea – The dataset has house prices of the Boston residual areas. The expense of the house varies according to various factors like crime rate, number of rooms, etc. It is a good ML project for beginners to predict prices on the basis of new data.
Dataset: Housing Price Prediction Dataset
4. MNIST Digit Classification Project
Project idea – The MNIST digit classification project enables machines to recognize handwritten digits. This project could be very useful for computer vision. Here we will use MNIST datasets to train the model using Convolutional Neural Networks.
Dataset: MNIST Digit Recognition Dataset
Project idea – There are many datasets available for the stock market prices. This machine learning beginner’s project aims to predict the future price of the stock market based on the previous year’s data.
Dataset: Stock Price Prediction Dataset
6. Titanic Survival Project
Project idea – This will be a fun project to build as we will be predicting whether someone would have survived if they were in the titanic ship or not. For this beginner’s project, we will use the Titanic dataset that contains real data of the survivors and people who died in the Titanic ship.
Dataset: Titanic Survival Dataset
7. Wine Quality Test Project
Project idea – In this project, we can build an interface to predict the quality of the red wine. It will use the chemical information of the wine and based on the machine learning model, it will give us the result of wine quality.
Dataset: Wine Quality Dataset
8. Fake News Detection Project
Project idea – Fake news spreads like a wildfire and this is a big issue in this era. We can learn how to distinguish fake news from a real one. We can use supervised learning to implement a model like this.
Dataset: Detecting Fake News Dataset
Any doubts in DataFlair’s machine learning project ideas till now? Ask in the comment section.
Intermediate Machine Learning Project Ideas
Project idea – The bitcoin price predictor is a useful project. The blockchain technology is increasing and there are many digital currencies rising. This project will help you predict the price of the bitcoin using previous data.
Dataset: Bitcoin Price Predictor Dataset
2. Uber Data Analysis Project
Project idea – The project can be used to perform data visualization on the uber data. The dataset contains 4.5 millions of uber pickups in the new york city. This much data needs to be represented beautifully in order to analyze the rides so that further improvements in the business can be made.
Dataset: Uber Data Analysis Dataset
3. Personality Prediction Project
Project idea – The Myers Briggs Type Indicator is a personality type system that divides a person into 16 distinct personalities based on introversion, intuition, thinking and perceiving capabilities. We can identify the personality of a person from the type of posts they put on social media.
Dataset: Personality Prediction Dataset
4. Xbox Game Prediction Project
Project idea – The data generated by people while searching can be used to predict the interest of the users. The BestBuy consumer electronics company has provided the data of millions of searches from users and we will predict the Xbox game that a user will be most interested to buy. This will be used to recommend games to the visitors.
Dataset: Xbox Game Prediction Dataset
5. Credit Card Fraud Detection Project
Project idea – Companies that involve a lot of transactions with the use of cards need to find anomalies in the system. The project aims to build a fraud detection model on credit cards. We will use the transaction and their labels as fraud or non-fraud to detect if new transactions made from the customer are fraud or not.
Dataset: Credit Card Fraud Detection Dataset
6. Barbie with Brains Project
Project idea – Kid toys like barbie have a predefined set of words that they can speak repeatedly. We can use machine learning methods to give the barbie some brain. It will be more engaging when a toy can understand and speak with different sentences. This is an excellent project that will improve the learning process of kids.
7. Customer Segmentation using Machine Learning
Project idea – Customer segmentation is a technique in which we divide the customers based on their purchase history, gender, age, interest, etc. It is useful to get this information so that the store can get help in personalize marketing and provide customers with relevant deals.
Dataset: Customer Segmentation Dataset
Next in machine learning project ideas article, we are going to see some advanced project ideas for experts.
Advanced Machine Learning Project Ideas
1. Sentiment Analysis using Machine Learning
Project idea – Sentiment analysis is the process of analyzing the emotion of the users. We can categorize their emotions as positive, negative or neutral. It is a great project to understand how to perform sentiment analysis and it is widely being used nowadays.
Dataset: Sentiment Analysis Dataset
2. Enron Investigation Project
Project idea – The Enron company collapsed in 2000 but the data was made available for investigation. The database has 500,000 emails of real employees who worked in the company so the data is very useful to perform data analytics and many data scientist use this dataset.
Dataset: Enron Investigation Dataset
3. Speech Emotion Recognition Project
Project idea – The speech emotion recognition project uses audio data. It takes a part of speech as input and then determines in what emotions the speaker is speaking. We can identify different emotions like happy, sad, surprised, angry, etc.
Dataset: Speech Emotion Recognition Dataset
Project idea – There are many ships, boats on the oceans and it is impossible to manually keep track of what everyone is doing. It will be an amazing project that can identify illegal poaching of animals and catch fishing activities through satellite and Geolocation data. The Global Fishing Watch is offering real-time data for free, that can be used to build the system.
Dataset: Catching Illegal Fishing Dataset
5. Online Grocery Recommendation using Collaborative Filtering
Project idea – Collaborative filtering is a great technique to filter out the items that a user might like based on the reaction of similar users. A grocery recommendation system would be a great project to make customers realize what they would like in their baskets.
6. Movie Recommendation System using Machine Learning
Project idea – Recommendation systems are everywhere, be it an online purchasing app, movie streaming app or music streaming. They all recommend products based on their targeted customers. A movie recommendation system is an excellent project to enhance your portfolio.
Dataset: Movie Recommendation System Dataset