![Top 16 Artificial Intelligence Project Ideas & Topics for Beginners [2023]](/__khugblog-next/image/?url=https%3A%2F%2Fd14b9ctw0m6fid.cloudfront.net%2Fugblog%2Fwp-content%2Fuploads%2F2019%2F11%2F118-banner.png&w=1920&q=75)
Summary:
In this article, you will learn the 16 AI project ideas & Topics. Take a glimpse below.
- Predict Housing Price
- Enron Investigation
- Stock Price Prediction
- Customer Recommendation
- Chatbots
- Voice-based Virtual Assistant for Windows
- Facial Emotion Recognition and Detection
- Online Assignment Plagiarism Checker
- Personality Prediction System via CV Analysis
- Heart Disease Prediction Project
- Banking Bot
- Differentiate the music genre from an audio file
- Image reconstruction by using an occluded scene
- Identify human emotions through pictures
- Summarize articles written in technical text
- Filter the content and identify spam
Read the full article to know more about all the AI based projects for final year in detail.
Only learning theory is not enough. That’s why everyone encourages students to try artificial intelligence projects and complete them. From following the artificial intelligence trends to getting their hands dirty on projects. So, if you are a beginner, the best thing you can do is work on some real-time Artificial Intelligence project ideas.
We, here at upGrad, believe in a practical approach as theoretical knowledge alone won’t be of help in a real-time work environment. In this article, we will be exploring some interesting Artificial Intelligence project ideas which beginners can work on to put their Python knowledge to test. In this article, you will find 16 top Artificial Intelligence project ideas for beginners to get hands-on experience on AI.
You may often catch yourself talking to or asking a question to Siri or Alexa, right? Self-driving cars are no longer something you dreamed of or watched in a sci-fi, either, is it? So, how are machines acting and doing things that we thought only humans could?
The simple answer is artificial intelligence or AI. For decades scientists have worked on making AI possible. And today, we have reached a point where we have access to them in our daily lives. It doesn’t matter whether you are navigating the streets with the help of your AI-enabled navigation system or asking for movie recommendations from the comforts of your home- AI has touched all our lives.
If you read the reports on the future of jobs or the digital transformations today, you will come across several interesting topics in artificial intelligence. Conversations revolving around artificial intelligence topics, such as its impact on our work and life, have become a mainstay in the mainstream media.
According to data, the global AI market has been valued at US$ 51.08 billion. This number is expected to rise to US$ 641.30 billion by 2028. In fact, the pandemic has been driving investment in AI, with 86% of organizations saying that they have or will invest in AI initiatives. Experts have even predicted that AI-related jobs will increase by 31.4% by 2030.
With such an optimistic outlook, it is not surprising that many are turning to artificial intelligence and machine learning for their future. The career prospects are immense in this field, and exposing yourself to the practical dimensions of artificial intelligence topics is very important.
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These projects will help you in advancing your skills as an expert while testing your current knowledge at the same time. You can use artificial intelligence in multiple sectors. The more you experiment with different Artificial Intelligence project ideas, the more knowledge you gain.
In this article, we’ll be discussing some of the most exciting artificial intelligence project ideas for beginners:
As beginners, choosing among these AI topics and research ideas for your project may seem daunting. After all, artificial intelligence topics are very new, and you will read about many interesting topics in artificial intelligence. Reading about the fundamentals of these AI topics is very important, but you have to gain practical know-how to grow in the field.
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What are Artificial Intelligence Projects?
Artificial Intelligence (AI) projects are initiatives or endeavors that involve applying AI techniques, technologies, and methodologies to solve specific problems or create innovative solutions. These projects leverage the capabilities of AI, such as machine learning, deep learning, natural language processing, computer vision, and more, to automate tasks, make predictions, analyze data, and mimic human-like intelligence.
AI projects vary widely in scope and complexity, ranging from small-scale experimental prototypes to large-scale, enterprise-level systems. They can be applied across various domains and industries, including healthcare, finance, manufacturing, transportation, entertainment, and more.
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Why you should do AI-Based Projects
There are many benefits to doing AI projects for students. This topic is extensive and diverse. Moreover, it requires you to have a considerable amount of technical knowledge.
Doing AI-based projects can help you in multiple ways. Here are the main reasons why:
Learning Experience
You get hands-on experience with these projects. You get to try out new stuff and understand how everything works. If you want to learn the real-life application of artificial intelligence, then it’s the best way to do so.
Artificial Intelligence projects cover numerous industries and domains. And unless you complete them yourself, you won’t know what challenges they give. By completing these projects, you will become more proficient with AI as well.
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You will need to acquaint yourself with new tools and technologies while working on a python project. The more you learn about cutting-edge development tools, environments, libraries, the broader will be your scope for experimentation with your projects. The more you experiment with different AI project ideas, the more knowledge you gain.
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Portfolio
After learning AI, you’d surely want to get a job in this field. But how will you showcase your talent?
AI projects can help you in that regard too. They help you show your skills to the recruiters. Each project poses a different challenge, and you can mention them while describing the project.
Apart from that, it also shows that you have experience in applying your AI knowledge in the real-world. There’s a considerable difference between theoretical knowledge and practical knowledge. The artificial intelligence projects for students you would’ve completed will enhance your portfolio.
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See your Progress
You can find out how much of an AI expert you have become only by completing such projects. These projects require you to use your knowledge of artificial intelligence and its tools in creative ways.
If you want to see how much progress you’ve made as an artificial intelligence expert, you should test your knowledge with these unique and interesting projects.
What are the best Platforms to Work on AI Projects?
1. TensorFlow
- Introduced by Google, TensorFlow is one of the open-source library for both machine learning and in-depth learning projects.
- Delivers a flexible ecosystem for creating and training various AI models, including neural networks.
- Provides tools for beginners and experts and support for deployment on various platforms.
2. PyTorch
- Backed by Facebook’s Artificial Intelligence Research lab it is another famous and most used open-source framework.
- Known for its dynamic computation graph, making it more intuitive for research and experimentation.
- Offers a strong community and extensive documentation, suitable for a wide range of AI projects.
3. Keras
- Keras is a another highly advanced neural networks API that works on top of various AI platforms like, TensorFlow, Theano, or Microsoft Cognitive Toolkit (CNTK).
- Ideal for rapid prototyping due to its easily navigational interface and ease of use.
- Enables quick experimentation with neural network architectures.
4. Scikit-learn
- A versatile open-source machine learning library that provides simple and efficient tools for data mining and data analysis.
- Well-suited for classical machine learning algorithms, including classification, regression, clustering, and more.
- Integrates well with other scientific Python libraries.
5. Microsoft Azure ML
- Microsoft’s cloud-based machine learning platform offers tools for building, training, and deploying AI models.
- Provides a drag-and-drop interface for beginners and advanced capabilities for data scientists.
- Offers integration with other Azure services for seamless deployment.
6. Google Cloud AI Platform
- This platform supports end-to-end AI model development as part of the Google Cloud ecosystem.
- Provides managed services for training and deploying machine learning models at scale.
- Offers integration with TensorFlow and scikit-learn.
7. Amazon SageMaker
- Amazon’s machine learning platform simplifies the process of building, training, and deploying models.
- Supports various popular frameworks and algorithms, along with tools for data preprocessing.
- Seamlessly integrates with Amazon Web Services (AWS) for scalable deployment.
8. IBM Watson
- IBM’s AI platform offers tools and services for building and deploying AI applications.
- Supports natural language processing, computer vision, and data analytics.
- Provides APIs for incorporating AI capabilities into applications.
9. H2O.ai
- H2O.ai offers an open-source platform for scalable machine learning and deep learning.
- Suitable for data scientists and engineers to develop AI models with a focus on scalability and performance.
- Provides automated machine learning (AutoML) features for streamlined model building.
10. FastAI
- FastAI is a deep learning library that simplifies training high-quality models.
- Offers pre-built architectures and techniques for tasks like image classification and natural language processing.
- Designed to make deep learning more accessible and practical for beginners.
These platforms offer a range of tools and services to cater to different skill levels and project requirements. Your choice of platform should depend on factors like your familiarity with the tools, the complexity of your project, and any specific integration needs with other technologies or services.
So, here are a few Artificial Intelligence Project ideas which beginners can work on:
Artificial Intelligence Project Ideas – Basic & Intermediate Level
This list of simple AI projects ideas for students is suited for beginners, and those just starting out with AI. These AI project ideas will get you going with all the practicalities you need to succeed in your career as a AI Engineer.
Further, if you’re looking for Artificial Intelligence project ideas for final year, this list should get you going. So, without further ado, let’s jump straight into some Artificial Intelligence project ideas that will strengthen your base and allow you to climb up the ladder.
Finding artificial intelligence project ideas for students can be tricky. That’s why we have assorted the following list of the same:
1. Predict Housing Price
Just getting into our first Artificial Intelligence Project Ideas. In this project, you will have to predict the selling price of a new home in Boston. The dataset of this project contains the prices of houses in different areas of the city. You can get the datasets for this project at the UCI Machine Learning Repository.
Apart from the prices of various homes, you will get additional datasets containing the age of the residents, the crime rate in the city, and locations of non-retail businesses. For beginners, it’s a great project to test your knowledge.
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2. Enron Investigation
Enron was one of the biggest energy companies at a time in the US, but it collapsed in 2000 because of a significant allegation of fraud. It was a massive scandal in American history.
Enron might have gone, but its database hasn’t. The database we’re talking about is its email database, which has around 500,000 emails between its former employees and executives. All the emails in the database are real, so this project gets more interesting.
You can use this database for social network analysis (building graph models to find influencers) or anomaly detection (find abnormal behavior by mapping the distribution of sent emails). This is one of the popular AI projects.
This project is quite popular among data scientists, so don’t hesitate to ask a question in the community.
You can get the data for this project here.
3. Stock Price Prediction
This is one of the excellent Artificial Intelligence project ideas for beginners. ML experts love the share market. And that’s because it’s filled with data. You can get different kinds of data sets and start working on a project right away.
Students who are planning to work in the finance sector would love this project as it can help them get a great insight into different sections of the same. The feedback cycles of the stock market are also short, so it helps in validating your predictions.
You can try to predict 6-month price movements of a stock by using the data you get from the organization’s provided reports in this AI project.
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4. Customer Recommendation
E-commerce has benefitted dramatically from AI. The finest example is Amazon and its customer recommendation system. This customer recommendation system has helped the platform in enhancing its income tremendously thanks to better customer experience.
You can try to build a customer recommendation system for an E-commerce platform, as well. You can use the browsing history of the customer for your data.
5. Chatbots
One of the best AI-based projects is to create a chatbot. You should start by creating a basic chatbot for customer service. You can take inspiration from the chatbots present on various websites. Once you’ve created a simple chatbot, you can improve it and create a more detailed version of the same.
You can then switch up the niche of the chatbot and enhance its functions. There are many new chatbots you can create using AI. Click to learn more if you are interested to learn about creating chatbot in python.
Artificial IntelligenceProject Ideas – Advanced Level
6. Voice-based Virtual Assistant for Windows
This is one of the interesting Artificial Intelligence project ideas. Voice-based personal assistants are handy tools for simplifying everyday tasks. For instance, you can use virtual voice assistants to search for items/services on the Web, to shop for products for you, to write notes and set reminders, and so much more.
This voice-based virtual assistant is specially designed for Windows. A Windows user can use this assistant to open any application (Notepad, File Explorer, Google Chrome, etc.) they want by using voice command – “open.” You can also write important messages using the “write” voice command.
Similarly, the voice command for searching the Web is “search.” The NLP trained assistant is trained to understand natural human language, so it will hear the speech and save the command in the database. It will identify a user’s intent from the spoken word and perform the actions accordingly. It can convert text to speech as well.
7. Facial Emotion Recognition and Detection
This is one of the trending artificial intelligence project ideas. This project seeks to expand on a pioneering modern application of Deep Learning – facial emotion recognition. Although facial emotion recognition has long been the subject of research and study, it is only now that we are witnessing tangible results of that analysis.
The Deep Learning facial emotion detection and recognition system are designed to identify and interpret human facial expressions. It can detect the core human emotions in real-time, including happy, sad, angry, afraid, surprise, disgust, and neutral. First, the automatic facial expression recognition system will detect the facial expressions from a cluttered scene to perform facial feature extraction and facial expression classification.
Then, it will enforce a Convolution Neural Network (CNN) for training a dataset (FER2013). This dataset contains seven facial features – happy, sad, surprise, fear, anger, disgust, and neutral. The unique aspect of this facial emotion detection and recognition system is that it can monitor human emotions, discriminate between good and bad emotions, and label them appropriately. It can also use the tagged emotion information to identify the thinking patterns and behavior of a person.
8. Online Assignment Plagiarism Checker
This is one of the needed AI projects of the hour. Plagiarism is a serious issue that needs to be controlled and monitored. It refers to the act of blindly copying someone else’s work and presenting it as your unique work. Plagiarism is done by paraphrasing sentences, using similar keywords, changing the form of sentences, and so on. In this sense, plagiarism is like theft of intellectual property.
In this project, you will develop a plagiarism detector that can detect the similarities in copies of text and detect the percentage of plagiarism. This plagiarism detector used the text mining method. In this software, users can register by login by creating a valid login id and password.
So, you can log in using your unique ID and password and upload your assignment file. After the upload is complete, the file will be divided into content and reference link. The checker will then process the full content, check grammatical errors, visit each reference link, and scan the content of all the links to find matches with your content. Users can also store their files and view them later.
9. Personality Prediction System via CV Analysis
This is one of the interesting Artificial Intelligence project ideas. It is a challenging task to shortlisting deserving candidates from a massive pile of CVs. What if there’s a software that can interpret the personality of a candidate by analyzing their CV? This will make the selection process much more manageable. This project aims to create advanced software that can provide a legally justified and fair CV ranking system.
The system will work something like this – candidates will register in the system by entering all the relevant details and upload their CV. They will also take an online test that focuses on personality traits and a candidate’s aptitude. Candidates can also view their test results.
First, the system will rank candidates based on their skills and experience for a particular job profile. It will also consider all other crucial aspects, like soft skills, interests, professional certifications, etc. This will eliminate all the unsuitable candidates for a job role and create a list of the most suitable candidates for the same. Together with the online personality test and CV analysis, the system will create a comprehensive picture of the candidates, simplifying the HR department’s job.
10. Heart Disease Prediction Project
This project is beneficial from the medical perspective since it is designed to provide online medical consultation and guidance to patients suffering from heart diseases. Patients often complain that they cannot find good doctors to support their medical needs, which further aggravates their situation. This heart disease prediction application will help combat the issue.
The proposed online application will allow patients (users) to get instant access to the consultation and services of certified medical professionals on matters related to heart diseases. The application will be trained and fed with the details of a wide range of different heart diseases. Users can share and mention their heart-related issues on the online portal.
The system will then process that information to check the database for various possible illnesses associated with those specific details. This intelligent system uses data mining techniques to guess the most accurate disease that could be associated with the details provided by a patient. Users can then consult specialist doctors based on the diagnosis of the system. The system allows users to view the details of different doctors as well.
11. Banking Bot
This is one of the excellent Artificial Intelligence project ideas for beginners. This AI project involves building a banking bot that uses artificial intelligence algorithms that analyze user queries to understand their message and accordingly perform the appropriate action. It is a specially designed application for banks where users can ask for bank-related questions like account, loan, credit cards, etc. If you are looking for a good AI projects to add to your resume, this is the one.
The banking bot is an Android application. Like a chatbot, it is trained to process the users’ queries/requests and understand what services or information they are looking for. The bot will communicate with users like another human being. So, no matter how you ask a question, the bot can answer it and, if required, even escalate issues to human executives.
Artificial Intelligence Project Ideas – Additional Topics
When you complete the projects mentioned above, you can start working on some of the other topics for AI projects mentioned below:
12. Differentiate the music genre from an audio file
13. Image reconstruction by using an occluded scene
14. Identify human emotions through pictures
15. Summarize articles written in technical text
16. Filter the content and identify spam
Wrapping up: Learn AI the Smart Way
In this article, we have covered 16 Artificial Intelligence project ideas. We started with some beginner projects which you can solve with ease. Once you finish with these simple projects, I suggest you go back, learn a few more concepts and then try the intermediate projects. When you feel confident, you can then tackle the advanced projects. If you wish to improve your AI skills, you need to get your hands on these Artificial Intelligence project ideas.
As our lives (both personal and work) become deeply tied with artificial intelligence and machine learning, we have to account for its importance. To sustain and grow in your professional lives, you must familiarize yourself with artificial intelligence topics or AI topics.
Practical knowledge will help you in the future. So, when you come across interesting topics in artificial intelligence, why don’t you bet on yourself and take up the challenge of working on a project idea? The abundance of artificial intelligence topics may be confusing. But we are here to help.
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Learning AI can be quite easy if you have the right guidance, mindset, and study material. We’re sure that these projects will help you in enhancing your expertise in artificial intelligence. And by looking at the variety of projects present, you must’ve figured out how powerful AI is.
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