|Artificial Intelligence has permeated every aspect of our lives, and the machine learning and deep learning technologies behind AI have become synonymous with ‘high salaries.’
So, how can an ordinary programmer ride the wave of AI and reach the peak of salary in this era?
|“Practical Application of Machine Learning Algorithms” project materials include six modules: “Introduction Knowledge,” “Basic Courses,” “Basic Applications,” “Comprehensive Applications,” “System Advancement,” and “Project Practice,” progressively helping you systematically enter the field of machine learning.
Click the link below to get it for free!
Today, we bring you 23 machine learning practice projects.
|Stage One: Beginner Machine Learning Projects
-
Iris Flower Classification Project
Project Idea: The Iris flower has different species that you can distinguish based on the length of the petals and sepals. This is a basic project for machine learning beginners to predict new species of Iris flowers.
2. Create Your Own Emoji Using Python
Project Idea: The goal of this machine learning project is to classify human facial expressions and map them to emojis. We will build a convolutional neural network to recognize facial expressions and then map these emotions to corresponding emojis or avatars.
3. Loan Prediction Using Machine Learning
Project Idea: The concept behind this ML project is to build a model that classifies how much a user can borrow based on their marital status, education level, number of dependents, and employment status. We can create a linear model for this project.
4. Housing Price Prediction Project
Project Idea: The dataset contains housing prices in the Boston area. The cost of houses varies based on factors such as crime rate, number of rooms, etc. This is a great ML project for beginners that can predict prices based on new data.
5. MNIST Digit Classification Machine Learning Project
Project Idea: There are many datasets available for stock market prices. This machine learning beginner project aims to predict future stock market prices based on the previous year’s data.
6. Titanic Survival Prediction
Project Idea: This will be an interesting project as we will predict whether someone will survive on the Titanic. For this beginner project, we will use the Titanic dataset, which contains real data about survivors and those who died on the Titanic.
7. Wine Quality Detection 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, will provide us with the quality of the wine.
8. Fake News Detection Project
Project Idea: Fake news spreads like wildfire, and it’s a big issue in this era. We can learn how to distinguish fake news from real news. We can use supervised learning to implement such a model.
9. Predicting Stock Prices Using Machine Learning
Project Idea: There are many datasets available for stock market prices. This machine learning beginner project aims to predict future stock market prices based on the previous year’s data.
(Includes source code + dataset) Project source code + dataset
|Stage Two: Intermediate Machine Learning Projects
-
Music Genre Classification Machine Learning Project
Project Idea: The idea of this Python machine learning project is to develop a machine learning project that automatically classifies different music genres in audio. We need to classify these audio files using their low-level features in the frequency and time domains.
2. Bitcoin Price Predictor Project
Project Idea: The Bitcoin price predictor is a useful project. Blockchain technology is evolving, and many digital currencies are on the rise. This project will help you predict the price of Bitcoin using historical data.
3. Uber Data Analysis Project
Project Idea: This project can be used to perform data visualization on Uber data. The dataset contains 4.5 million Uber pickups in New York City. To analyze the rides, a lot of data needs to be beautifully represented so that business can be further improved.
4. Personality Prediction Project
Project Idea: The Myers-Briggs Type Indicator is a personality type system that categorizes a person into 16 different personalities based on introversion, intuition, thinking, and perceiving. We can determine their personality based on the types of posts they make on social media.
5. Xbox Game Prediction Project
Project Idea: Data generated during searches can be used to predict user interests. BestBuy has provided data from millions of user searches, and we will predict which Xbox games users are most interested in purchasing. This will be used to recommend games to visitors.
6. Credit Card Fraud Detection Project
Project Idea: Companies that process a large number of transactions need to detect anomalies in the system. This project aims to build a credit card fraud detection model. We will use transactions and their labels as fraudulent or non-fraudulent to detect whether new transactions made by customers are fraudulent.
7. Customer Segmentation Using Machine Learning
Project Idea: Toys like Barbie dolls have a set of predefined words that can be repeated. We can use machine learning methods to give Barbie dolls some intelligence. When toys can understand and speak different sentences, they become more engaging. This is an excellent project that will enhance children’s learning processes.
8. Barbie and Brain Project
Project Idea: Customer segmentation is a technique that segments customers based on their purchase history, gender, age, interests, etc. Obtaining this information is very useful so that stores can benefit from personalized marketing and provide relevant information deals to customers. With the help of this project, companies can run user-specific campaigns and provide user-specific offers instead of broadcasting the same offers to all users.
(Includes source code + dataset) Project source code + dataset
|Stage Three: Advanced Machine Learning Projects
-
Sentiment Analysis Using Machine Learning
Project Idea: Sentiment analysis is the process of analyzing user sentiments. We can categorize their emotions as positive, negative, or neutral. Learning how to perform sentiment analysis is a great project and is widely used today. This is one of the most popular machine learning projects.
2. Voice Emotion Recognition Machine Learning Project
Project Idea: This is one of the best machine learning projects. The voice emotion recognition system uses audio data. It takes a portion of the voice as input and then determines the emotion with which the speaker is speaking.
3. Illegal Fishing Detection Project
Project Idea: This is an interesting machine learning project. There are many boats in the ocean, and it is impossible to manually track everyone’s activities. This would be an amazing project that can identify illegal poaching of animals and fishing activities using satellite and geolocation data. Global Fishing Watch provides free real-time data that can be used to build the system.
4. Movie Recommendation System Using Machine Learning
Project Idea: Recommendation systems are everywhere, whether in online shopping apps, movie streaming apps, or music streaming. They recommend products based on target customers. A movie recommendation system is a great project to enhance your portfolio.
5. Automatic License Plate Recognition System
Project Idea: The purpose of this machine learning project is to detect and recognize vehicle license plate numbers and read the numbers printed on the license plates. This could be a good application for security scanning, traffic monitoring, etc.
6. Enron Investigation Project
Project Idea: Enron Corporation collapsed in 2000, but data is available for investigation. This database contains emails from 500,000 real employees who worked at the company, making the data very useful for performing data analysis, and many data scientists use this dataset.
(Includes source code + dataset) Project source code + dataset
|Finally
That’s all for today’s content.
Additionally, the editor has compiled notes and knowledge points related to artificial intelligence! Click to get!