Top 310+ Machine Learning Projects for 2023 [Source Code Included]

Machine Learning Projects – Learn how machines learn with real-time projects

It is always good to have practical insight into any technology 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 tons of machine learning project 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.

These machine learning projects can be developed in Python, R or any other tools.

All you need to do is just bookmark this article and you’ll never find yourself short of great project ideas to work upon.

Here, we have compiled a list of over 500+ project ideas customized specially for you.

1. Python Project Ideas
2. Python Django (Web Development) Project Ideas
3. Python Artificial Intelligence Project Ideas
4. Python Machine Learning Project Ideas
5. Python Data Science Project Ideas
6. Python Deep Learning Project Ideas
7. Python Computer Vision Project Ideas
8. Python Internet of Things Project Ideas

Machine Learning Projects for Beginners

In this section, we have listed the top machine learning projects for freshers/beginners.

If you have already worked on basic machine learning projects, please jump to the next section: intermediate machine learning projects.

1. Cartoonify Image with Machine Learning

Project Idea: Transform images into its cartoon. Yes, the objective of this machine learning project is to CARTOONIFY the images.

Thus, you will build a python application that will transform an image into its cartoon using machine learning libraries.

Source Code: Image Cartoonifier Project

2. Iris Flowers Classification Project

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

Source Code: Iris Flowers Classification Project

3. Emojify – Create your own emoji with Python

Project idea – The objective of this machine learning project is to classify human facial expressions and map them to emojis.

You will build a convolution neural network to recognize facial emotions.

Then you will map those emotions with the corresponding emojis or avatars

Source Code: Emojify Project

4. Loan Prediction using Machine Learning

Project idea – The idea behind this ML 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. You can build a linear model for this project.

Dataset: Loan Prediction Dataset

5. Housing Prices Prediction Project

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

6. Language Translation using Machine Learning

Project Idea – The Machine Learning Language Translator App will convert English to French Language by using the LSTM model.

You can create this project by using tensorflow, pickle, sklearn, and numpy.

Source Code: Language Translation Project

Change the Game with These Innovative Machine Learning Projects

7. MNIST Digit Classification Machine Learning Project

Machine Learning Project – The MNIST digit classification python project enables machines to recognize handwritten digits.

This project could be very useful for computer vision.

Here you need to use MNIST datasets to train the model using Convolutional Neural Networks.

Dataset: MNIST Digit Recognition Dataset

Source Code: Handwritten Digit Recognition Project

8. Stock Price Prediction using Machine Learning

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

Source Code: Stock Price Prediction Project

9. Titanic Survival Project

Project idea – This will be a fun project to build as you will be predicting whether someone would have survived if they were in the titanic ship or not.

For this beginner’s project, you will use the Titanic dataset that contains real data of the survivors and people who died in the Titanic ship.

Dataset: Titanic Survival Dataset

10. Wine Quality Test Project

Project idea – In this project, you 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 you the result of wine quality.

Dataset: Wine Quality Dataset

11. Fake News Detection Project

Machine Learning Project – Fake news spreads like a wildfire and this is a big issue in this era.

You can learn how to distinguish fake news from a real one. You can use supervised learning to implement a model like this.

Dataset: Detecting Fake News Dataset

Source Code: Fake News Detection Project

12. ML Project – Text Summarization Project

Machine Learning Project – This project focuses on implementing machine learning techniques for text summarization, which makes reading easy. It summarizes long texts, helps people understand information fast and saves time. The summary should be fluent and concise throughout.

We will create this ML project using numpy, pandas, pickle, nltk, TensorFlow, sklearn, bs4.

Source Code: Machine Learning Text Summarizer Project

Intermediate Machine Learning Projects

Imagine being able to build a system that can predict stock prices, or develop a model that can diagnose diseases. With Machine Learning, the possibilities are endless. Our Machine Learning projects give you the opportunity to master one of the most in-demand technologies in the world, and create solutions that can be applied in a wide range of industries.

1. Music Genre Classification Machine Learning Project

Project Idea: The idea behind this python machine learning project is to develop a machine learning project and automatically classify different musical genres from audio.

You need to classify these audio files using their low-level features of frequency and time domain.

Source Code: Music Genre Classification Project

2. Bitcoin Price Predictor Project

Project idea – The bitcoin price predictor is a useful project. 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

3. 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

Source Code: Uber Data Analysis Project

4. 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.

You can identify the personality of a person from the type of posts they put on social media.

Dataset: Personality Prediction Dataset

5. Handwritten Character Recognition

Machine Learning Project: In this machine learning project, you will detect & recognize handwritten characters, i.e, English alphabets from A-Z.

You are going to achieve this by modeling a neural network.

Source Code: Handwritten Character Recognition Project

6. 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 you 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

7. 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.

You need to use the transaction and their labels as fraud or non-fraud to detect if new transactions made by the customer are fraud or not.

Dataset: Credit Card Fraud Detection Dataset

Source Code: Credit Card Fraud Detection Project

8. Sign Language Recognition with Machine Learning

Project Idea: A lot of research has been done to help people who are deaf and dumb.

In this sign language recognition project, you create a sign detector that detects sign language.

This can be very helpful for the deaf and dumb people in communicating with others

Source Code: Sign Language Recognition Project

9. Barbie with Brains Project

Project idea – Kid toys like barbie have a predefined set of words that they can speak repeatedly.

You 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.

10. 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.

With the help of this project, companies can run user-specific campaigns and provide user-specific offers rather than broadcasting same offer to all the users.

Dataset: Customer Segmentation Dataset

Source Code: Customer Segmentation Project

Next in machine learning project ideas article, we are going to see some advanced project ideas for experts.

11. Book Recommendation System using Machine Learning

Project Idea – Machine Learning Book Recommendation Systems emerged to personalize users’ searches and provide the most advantageous outcomes.

In this Book Recommendation System Project, we used the KNearest Neighbor algorithm.

You can build this project using NumPy, Sklearn, and Pandas.

Source Code: Book Recommendation System Project

Advanced Machine Learning Projects

Understand how to develop advanced machine learning projects – steps by step guide

• Collect and preprocess data for training and testing
• Choose and implement an appropriate machine learning model
• Train and fine-tune the model using the collected data
• Evaluate the model’s performance on a held-out test set
• Use the model to make predictions on new data
• Deploy the model in a production environment
• Continuously monitor and maintain the deployed model.

1. Sentiment Analysis using Machine Learning

Machine Learning Project – Sentiment analysis is the process of analyzing the emotion of the users.

You 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.

This is one of the most popular machine learning projects. The reason behind this is every company is trying to understand the sentiment of their customers if customers are happy, they will stay.

This project could show a path to reduce customer churn.

Dataset: Sentiment Analysis Dataset

Source Code: Sentiment Analysis Project

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 Machine Learning Project

Project idea – This is one of the best machine learning projects. The speech emotion recognition system uses audio data.

It takes a part of speech as input and then determines in what emotions the speaker is speaking.

You can identify different emotions like happy, sad, surprised, angry, etc. This project could be helpful for identifying customer emotions during the call with the call centre.

Dataset: Speech Emotion Recognition Dataset

Source Code: Speech Emotion Recognition Project

4. Catching Illegal Fishing Project

Project idea – This is an interesting machine learning project.

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.

It is good for those who are planning to start the Grocery Store.

From Self-Driving Cars to Fraud Detection: Top Machine Learning Projects to Explore

6. Movie Recommendation System using Machine Learning

Machine Learning Project – 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

Source Code: Movie Recommendation System Project

7. Automatic License Number Plate Recognition System

Project idea: The objective of this machine learning project is to detect and recognize the license number plate of a vehicle and read the license numbers printed on the plate.

This could be a good application for security scans, traffic monitoring, etc.

Source Code: Automatic License Number Plate Recognition Project

8. Image Segmentation with Machine Learning

Project Idea: Predict location as well as class to which each object in the image belongs.

Image segmentation results in granular level information about the shape of an image and thus an extension of the concept of Object Detection

Source Code: Image Segmentation Project

Still Hungry?? We have an unending list of machine learning projects for you.

Get Ahead of the Pack with These Disruptive Machine Learning Projects

• Sequence Classification with LSTM RNN in Python with Keras
• Cats vs Dogs
• Image Classification
• Music Genre Classification
• Colourizing Old B&W Images
• Language Translator
• Human Face Detection Project
• Human Face recognition
• Lane-Line Detection System
• Text Summarizer
• Human Pose Estimation
• Brain Tumor Detection Project
• Plagiarism checker
• Handwritten Digit Recognition using TensorFlow
• Handwritten character Recognition using TensorFlow
• Dog’s Breed Identification Project
• Traffic Sign Classification
• Predicting House Prices Using Linear Regression
• Chatbot Project Using Deep Learning
• Pneumonia detection Project using deep learning
• Object Detection using Tensorflow
• Tensorflow hand detection Project
• Unsupervised Face Clustering Pipeline
• Saving Operated Video from a webcam
• Opening multiple color windows
• Play a video in reverse mode
• Yolo object detection Project
• Face Emotion recognition project
• Face Mask Detection
• Pedestrian Detection
• Cartoonifying an Image
• Sentiment Analysis
• Credit Card Fraud Detection Project
• Customer Segmentation using Machine Learning
• Movie recommendation using collaborative filtering
• Customer Spending classification using K means clustering
• Titanic data clustering on survived data
• Titanic Survival Prediction Project
• Recipe Recommendation system using K means clustering
• Crude Oil Prediction using SVR & Linear Regression
• Face Recognition based Criminal Identification system
• Converting voice to text
• Face detection based attendance system
• Automatic Landmark classification using Deep Learning
• Automatic Brand Logo detection using Deep learning
• Fake News Detection Project
• Color recognition using neural networks to determine the ripeness of a banana
• Wal-Mart Sales Prediction
• Vehicle counting for traffic management
• Gender classification
• Spam Detector
• Detecting Parkinson’s Disease
• Stock Price Prediction Project
• Emojify – Create your own emoji
• Speech Emotion Recognition
• Breast Cancer Classification Project
• Gender and Age Detection
• Driver Drowsiness Detection System
• Image Caption Generator Project
• Video Surveillance
• Emoji Prediction
• Photo to Emoji
• Automatic Music Generation
• Text Summarizer
• Gender Recognition Using Voice
• Face Aging Project
• Generate Human Faces
• Grocery Recommender System Using Collaborative Filtering
• Build a Virtual Assistant
• Stress Detection in words
• Youtube video recommendation system
• Twitter Hashtag Prediction
• Detection and counting of blood cells with deep learning
• Instance Segmentation Project
• Fake Currency Detection
• Flower Recognition
• Deepfake Detection
• Human Activity Recognition using Smartphone Data
• Named Entity Recognition
• Image Recognition using PyTorch
• Resume Screening
• Keyword Extraction Project
• Autocorrect with Python
• Hate Speech Detection
• Keyword Research with Python & ml
• Next Word Prediction
• SMS Spam Detection with Machine Learning
• Amazon Product Reviews Sentiment Analysis
• Earthquake Prediction Project with Machine Learning
• Predict Migration with Machine Learning
• Weather Prediction
• Time Series with LSTM
• Births Forecasting with Machine Learning
• Anomaly Detection with ARIMA Model
• Rainfall Prediction with Machine Learning
• Covid-19 Cases Prediction Project
• Title Generator with Machine Learning
• Predict Car Prices with Machine Learning
• Online Shopping Intention Analysis
• Amazon Bestselling Books Analysis
• YouTube Trending Videos Analysis
• Air Quality Index Analysis
• Employee Attrition Prediction Project
• Heart Disease Prediction using Machine Learning
• Fashion Recommendation System
• Predict Tinder Matches with Machine Learning
• Predict Diabetes with Machine Learning
• Predict Customer Churn
• Bitcoin Price Prediction with Machine Learning
• Skin Cancer Classification with Machine Learning
• Book Recommendation System
• Lung Segmentation Project with Machine Learning
• Food Classification with Deep Learning in Keras / Tensorflow
• Deep Learning food image recognition system for cooking recipe retrieval
• Assessing Car Damage with Convolutional Neural Networks
• Crime Data Analysis in Machine Learning
• Fake Product Review Detection using Machine Learning
• Hypo Thyroid Disease prediction Machine Learning
• Salary Prediction Project using Machine Learning
• Insurance Claim Prediction Machine Learning Project
• Artificial Intelligence Project Chess Game Python
• Learning Gladiator Machine Learning projects
• Investigate Enron Fraud Analysis
• Boston Housing Data analysis
• Automated Essay Grading
• Real-Time Flight Path Optimization
• Restaurant Recommendation System
• Home Electricity Load Forecasting
• Email Filtering Project
• Automatic detection of nanoparticles in tissue sections
• Bike Share Usage Prediction in London
• Yelp Recommendation Project
• Prediction of consumer credit risk
• Network Intrusion Detection
• Determining Mood From Facial Expressions
• Recognition and Classification of Fast Food Images
• Bone Segmentation MRI Scans
• Mood Detection with Tweets
• Detecting Impersonators in Examination Centres using AI
• Movie Character Recognition From Video And Images
• Students’ Marks Prediction Using Linear Regression
• Crop Yield Prediction using KNN classification
• Spam Comments Detection
• 3D Face Reconstruction using CNN
• Editing natural photos using Generative Neural Networks
• Image Deblurring using Generative Adversarial Networks
• Painting AI – Deep Reinforcement Learning model that produces paintings using strokes
• Lip Reading – Cross Audio-Visual Recognition using 3D Architectures
• Image Animation using First Order Motion Model
• Birth Rate Analysis
• Gold Price Prediction
• Text Generation Project
• Income Classification
• Market Basket Analysis using Apriori Algorithm
• Outlier Detection Project
• OpenAI Gym in Machine Learning
• Create a 3D Video Animation
• Rainfall Prediction with Machine Learning
• Network Security Analysis
• Diamonds Analysis
• Predict Fuel Efficiency
• RFM Analysis Project
• Supermarket Sales Analysis
• GDP Analysis
• San Francisco Crime Analysis
• Cervical Cancer Prediction
• Poker Hand Prediction
• Chess AI
• Sign language recognition

Summary

This was all about the machine learning projects.

These are some of the ML project ideas along with the source code to help you learn and master Machine Learning.

Are you ready to get ahead of the pack?

Our Machine Learning projects are the perfect way to do it! With our step-by-step guidance and expert support, you’ll learn how to use cutting-edge technologies such as TensorFlow, scikit-learn, and Keras to build real-world solutions that can be implemented in a wide range of industries.

From predictive modeling to natural language processing, Machine Learning is revolutionizing the way we interact with data. And now, you can be a part of it. Imagine being able to build a system that can predict stock prices, or develop a model that can diagnose diseases. With our Machine Learning projects, the possibilities are endless.