Artificial Intelligence Project Ideas for Beginners

MetaversePlanet May 21, 2024

0 6 minutes read

If you are a beginner or someone about to start exploring artificial intelligence, you might find the topic we’re about to discuss quite interesting. So, what is this topic? Project ideas that you can create using artificial intelligence. Let’s delve into some fundamental project ideas and AI applications that you can work on, ranging from simple to complex.

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Artificial Intelligence Project Ideas

1.Beginner Projects

If you have basic programming knowledge but are not familiar with software, you can start coding some basic applications such as handwriting detectors, spam classifiers, recommendation systems.

2.Spam Classifier

For years, we have been using emails to communicate both in business and in our daily lives. Naturally, unwanted messages often end up in our inboxes as well. In such cases, it is essential to distinguish between unsolicited emails, known as spam. This is where spam classifier artificial intelligences, or spam classifiers, come to our aid.

3.Handwriting Identifier

Handwritten identifiers, or handwritten digit recognition, as the name suggests, are used to detect human-written texts. Since handwriting can vary considerably from person to person, the process of recognizing these handwritings by artificial intelligence is not easy. You can develop handwritten identifiers designed with deep learning, one of the sub-branches of artificial intelligence technology.

4.Lane Line Marker

Self-driving cars need to behave like humans, following lanes and protecting their path. Lane line detection is evaluated in computer vision, a field of artificial intelligence, and is frequently encountered in autonomous vehicles.

5.Messaging Bot

Messaging bots, or chatbots, which we often encounter on websites, mobile, and desktop applications, use artificial intelligence technology in the background. Trained to provide quick and logical responses based on our messages, these bots use a variety of algorithms.

Messaging bots utilize natural language processing (NLP) and machine learning techniques. The inputs given to these bots are analyzed and sent to the user as outputs (messages). When they encounter new patterns during interactions, they train themselves accordingly.

6.Finding the Most Suitable Way

Optimal path systems, which allow you to travel from one place to another using the most efficient route, are frequently used in navigation systems. To become familiar with the system, you can design basic-level optimal path projects.

7.Recommendation Systems

Recommender systems are used on e-commerce sites, social media platforms, and search engines. Showing similar products while examining a product and displaying relevant advertisements based on your behavior are tasks handled by artificial intelligence technology.

To get started, you can develop small-scale recommendation systems that use artificial intelligence. These can include a system that makes suggestions based on similar colors or software that analyzes news content to classify and recommend articles. For example:

Recommending music based on your listening and liking history
Showing other products similar to the one you’re reviewing
Making suggestions based on your actions on social media platforms

These are examples of artificial intelligence systems. After conducting research based on your specific needs, you can incorporate these systems into your existing or new projects. This demonstrates the scope of recommendation systems.

8.Word Complement

When you start typing a word, have you noticed the suggested words to complete your sentence? For example, after you type “come”, suggestions like “I will come”, “I am coming”, or “I came” might appear. Next word prediction, which predicts the following word, is frequently encountered in systems such as phone keyboards.

9.Background Check System

Resume (CV) checks, or resume checkers, have advanced significantly with the development of artificial intelligence. In organizations that receive thousands of applications, AI can sometimes be used to pre-qualify candidates.

10.Image Identifier

Artificial intelligence is fueled by data. Image identifiers, or image recognition systems, also require many images. In such a project, after training your software with photographic datasets, you can ask it to classify and identify images. You can also use photo identifiers, which are often employed in artificial intelligence, in your projects.

11.Traffic Sign Recognition Artificial Intelligence

Due to the large number of traffic accidents and resulting deaths caused by driver carelessness, automobile manufacturers are working to integrate ADAS (Advanced Driver Assistance Systems) into commercial vehicles.

One of the functions that assist drivers is traffic sign recognition. This technology enables a vehicle to recognize road markings and signs. For example, a system that reads “speed limit”, “give way”, and “stop” signs is made possible with the help of computer vision and Convolutional Neural Networks.

12.Bad Content Identifiers

You can develop an AI that examines and classifies inappropriate content, such as articles, videos, and photos containing slang or profanity, which have been shared maliciously. For example, when you send a message, your AI can analyze the content and take appropriate action. This system is already used on many platforms, including Twitter, Facebook, and YouTube.

13.Classifying Artificial Intelligence

Once your AI is trained with the right datasets, it gains the ability to classify data. For example, an artificial intelligence system that you train to recognize people, animals, traffic lights, and buildings will then be able to identify various objects on a street.

Here are some examples of classification:

An AI trained with photos of various types of fruit will be able to identify the fruits on your plate.
An AI trained with bird photos, categorized by characteristics such as beak types and leg shapes, will be able to identify different species of birds.
An AI trained with animal photos will be able to recognize cats among other animals.

You can get detailed results by searching for “Identifier artificial intelligence.”

14.Typo Corrective Systems

There may be mistakes that we overlook while writing. In such cases, it is important to identify errors and correct them appropriately. To get started, you can develop an AI that examines and corrects errors in your writing.

15.Human Voice Detector

In many systems, especially digital assistants such as Siri and Alexa, human speech recognition and artificial intelligence are used to make our tasks easier.

You can enhance your existing systems by developing artificial intelligence add-ons that respond to human voices.

16.Artificial Intelligence That Determines Color Intensity

You can develop an artificial intelligence project that detects the dominant color in an image and shows which colors are used and to what degree. For example, when you share a photo on your Instagram story, a background is created for the empty space based on the dominant colors in the photo. You can see an example of this in the image provided. I have listed some keywords that you can search for systems similar to this.

17.Advanced Projects

After the projects we have discussed at the basic level, let’s take a look at the projects that can be done at a more advanced level.

18.Artificial Intelligence That Detects Fake Reviews

Fake comments, which we often encounter on e-commerce sites, can influence our opinions. Systems developed to address this problem aim to ensure the accuracy of shared reviews. As a Fake Review Monitoring System, you can find similar projects and tutorials to start writing your own application.

19.Plagiarism Detection

It is possible to prevent forgery in works by detecting plagiarism. In this direction, machine learning is utilized. You can develop artificial intelligence that detects the theft of artifacts, as well as fake and false content in works.

20.Autonomous Vehicle

You can automate a small toy car using the necessary sensors and software. Since you will need both hardware and software knowledge to carry out such a project, you can undertake a comprehensive project with a dedicated group. – Autonomous car projects

21.Chess Game

If you can’t find a friend to play chess with and want to play games with your own artificial intelligence project, you can develop a chess game with AI. – AI in chess game

22.Game Bot

Bots are needed when there are no real players in games. These game bots use AI to behave according to the actions of real players and other bots, as well as the rules of the game.

You can review and work on open-source games or those you have designed yourself, and integrate your own bots into the system.

23.Automatic Enrollment System

An Automatic Attendance System is an ERP system that tracks whether people attend an institution or not. These people can be students in a school or employees in a company. In this system, you can develop software that automatically tracks attendance using AI that recognizes people’s faces.

Projects developed with artificial intelligence technology can be integrated into websites, desktop and mobile applications, and various hardware, or they can be presented as standalone products. As the AI sector continues to develop rapidly, we hope that our article, listing different project ideas, will be useful for those who want to enter the sector, advance further, and develop innovative projects.