Top 50 Machine Learning Projects for Beginners in 2025 – with Source Code

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  Youtube Comments Extraction and Sentiment Analysis Flask App – with source code – 2025
  by Abhishek Sharma
• 
  HealthCure – an all in one medical solution – medical project – 7 disease detections – 2025
  by Abhishek Sharma
• 
  Object Detection using SSD – with source code – easiest way – fun project –2025
  by Abhishek Sharma
• 
  Social Distancing using YOLOv3 – Object Detection – with source code – fun project – 2025
  by Abhishek Sharma
• 
  Face Recognition Based Attendance System using Python – With Source Code – 2025
  by Abhishek Sharma
• 
  Self Organizing Maps – simplest way – with source code – 2025
  by Abhishek Sharma
• 
  Pedestrian Detection using HOGs in Python – simplest way – easy project – 2025
  by Abhishek Sharma
• 
  IPL Score Prediction with Flask app – with source code – 2025
  by Abhishek Sharma
• 
  Weight Category prediction using Random Forest – with source code – 2025
  by Abhishek Sharma
• 
  How to perform Face Recognition using KNN – with source code – interesting project – 2025
  by Abhishek Sharma
• 
  Flight Price Prediction with Flask app – with source code – data visualizations – interesting project – 2025
  by Abhishek Sharma
• 
  House Price Prediction – USA Housing Data – with source code – easy project – 2025
  by Abhishek Sharma
• 
  Stock Sentiment Analysis using headlines – with source code – easiest explanation – 2025
  by Abhishek Sharma
• 
  Wine Quality Prediction – with source code – 2025
  by Abhishek Sharma
• 
  Bank Note Authentication using Random Forest – with source code – easy project – 2025
  by Abhishek Sharma
• 
  Flipkart Reviews extraction and sentiment analysis with Flask app – very exciting project – 2025
  by Abhishek Sharma
• 
  How to find the most dominant colors in an image using KMeans clustering – with source code – interesting project – 2025
  by Abhishek Sharma
• 
  Movie Recommendation System in 2 ways – with source code – 2025
  by Abhishek Sharma
• 
  Credit Card Fraud Detection – easy way – 2025
  by Abhishek Sharma
• 
  Face and Eye detection in cv2 using Haarcascades – with source code – easiest way – 2025
  by Abhishek Sharma
• 
  Spam Detection using Count Vectorizer – with source code – easy explanation – 2025
  by Abhishek Sharma
• 
  House Tax Prediction using Random Forest – Boston Housing Data – with source code – 2025
  by Abhishek Sharma

Machine Learning Projects with Source Code

Hey guys, here you can find your next Machine Learning project with the proper explanation and source codes provided.

It is always good to have practical insight into any technology that you are working on. Though textbooks and other study materials will provide you with 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.

Unique and Interesting Machine Learning Projects with Source Code

1. Youtube Comments Extraction and Sentiment Analysis Flask App – with source code – 2023
2. HealthCure – an all in one medical solution – medical project – 7 disease detections – 2023
3. Object Detection using SSD – with source code – easiest way – fun project –2023
4. Social Distancing using YOLOv3 – Object Detection – with source code – fun project – 2023
5. Face Recognition-Based Attendance System – with source code – Flask App – With GUI – 2023
6. Self Organizing Maps – simplest way – with source code – 2023
7. Pedestrian Detection using HOGs in Python – simplest way – easy project – 2023
8. IPL Score Prediction with Flask app – with source code – 2023
9. Weight Category prediction using Random Forest – with source code – 2023
10. How to perform Face Recognition using KNN – with source code – interesting project – 2023
11. Flight Price Prediction with Flask app – with source code – data visualizations – interesting project – 2023
12. House Price Prediction – USA Housing Data – with source code – easy project – 2023
13. Stock Sentiment Analysis using headlines – with source code – easiest explanation – 2023
14. Wine Quality Prediction – with source code – 2023
15. Bank Note Authentication using Random Forest – with source code – easy project – 2023
16. Flipkart Reviews extraction and sentiment analysis with Flask app – very exciting project – 2023
17. How to find the most dominant colors in an image using KMeans clustering – with source code – interesting project – 2023
18. Movie Recommendation System in 2 ways – with source code – 2023
19. Credit Card Fraud Detection – easy way – 2023
20. Face and Eye detection in cv2 using Haarcascades – with source code – easiest way – 2023
21. Spam Detection using Count Vectorizer – with source code – easy explanation – 2023
22. House Tax Prediction using Random Forest – Boston Housing Data – with source code – 2023

End to End Machine Learning Projects for Beginners

• HealthCure – medical project – 7 disease detections

This is a project that I chose as my college’s final year major project and guess what, it went pretty well. This project uses various advanced techniques like CNNs, VGGs, XGBoost, etc for performing 7 disease detections. This is one of the best Machine learning projects in Python.

These 7 detections are Covid Detection, Alzheimer Detection, Brain Tumor Detection, Breast Cancer Detection, Pneumonia Detection, Heart Disease Detection, and Diabetes Detection.

This project can be your Machine learning project with source code for the final year. I myself made this my final year major project.

• Object Detection using SSD

In this blog, we will use Single Shot Detections for performing Object Detection using SSD in the simplest way possible. SSDs are very fast in Object Detection when compared to those big boys like R-CNN or Fast R-CNN, etc. This is going to be a very fun project with endless use cases.

This project can be your Machine learning project with source code for the final year.

• Social Distancing using YOLOv3 – object detection

This is also a very advanced project in which I used object detection on a camera’s live feed or video to check if Social Distancing is being followed or not in a locality. This project also has endless future scopes.

This project can be your Machine learning project with source code for the final year.

• Flight Price Prediction with Flask app

So guys this is yet another one of the most favorite projects of mine. In this blog, I implemented a Flight Price Prediction model using different techniques and also I performed very frequent data visualizations to better understand our data. 

• Most dominant colors in an image using KMeans clustering

In this blog, we will find the most dominant colors in an image using the KMeans clustering algorithm, this is a very interesting project and personally one of my favorites because of its simplicity and power.

• Movie Recommendation System

Basically, I have performed Movie Recommendation System using two different ways. In the 1st way, we will use a user-movie matrix to find similarities.

The simple intuition of this 2nd way is that we will be combining the main features like the cast, director, genres, etc., and observe similarities between them because most of the time similar directors make similar movies, similar casts like to perform in some similar specific types of movies.

• Face and eye detection using Haarcascades

A simple project in which we will see how we can perform face and eye detection in cv2 using Haarcascades. This is going to be a very easy and fun project. Remember it’s only detection and not recognition.

Benefits of Machine Learning Projects with Source Code

1. Hands-on Learning Experience:

Machine learning projects provide a hands-on approach to understanding complex concepts. Instead of just reading about algorithms and techniques, you actively implement them. This practical engagement fosters a deeper understanding of how different components work together to create functional machine learning models.

2. Real-world Application:

By participating in machine learning projects, you witness the direct application of theoretical knowledge to real-world problems. Whether you’re predicting customer preferences or diagnosing medical conditions, these projects showcase the tangible impact of machine learning in various domains.

3. Skill Development:

Building machine learning projects sharpens your technical skills. You become proficient in programming languages like Python, gain experience in using popular libraries such as scikit-learn and TensorFlow, and learn about data preprocessing, model training, and evaluation techniques.

4. Problem-solving Skills:

Every machine learning project presents unique challenges. As you tackle these challenges, your problem-solving abilities grow. You learn to troubleshoot errors, optimize model performance, and adapt solutions to address specific project requirements.

5. Creativity and Innovation:

Machine learning projects often require creative thinking. Whether you’re devising novel features for a model or exploring innovative ways to handle imbalanced data, these projects provide an opportunity to experiment and push the boundaries of traditional approaches.

6. Portfolio Building:

Completing machine learning projects contributes to a robust portfolio that demonstrates your practical skills to potential employers, clients, or collaborators. A well-documented portfolio can set you apart in a competitive job market and open doors to exciting opportunities.

7. In-depth Understanding:

Engaging in machine learning projects offers a deeper understanding of algorithms, model architectures, hyperparameter tuning, and more. This knowledge is essential for making informed decisions when designing and implementing machine learning solutions.

8. Community Involvement:

Many machine learning projects with source code are part of larger open-source communities. Engaging with these communities allows you to connect with like-minded individuals, seek advice, and collaborate on enhancing existing projects.

Conclusion

In conclusion, machine learning projects offer a wide range of exciting opportunities for anyone interested in machine learning and artificial intelligence. Whether you are a beginner or an experienced developer, there are many projects to choose from that can help you gain new skills and knowledge. So why not start your own machine-learning project today?

FAQs regarding ML Projects for Beginners

Check out my other machine learning projects, deep learning projects, computer vision projects, NLP projects, and Flask projects.