100+ Machine Learning Projects with Source Code [2025]

Last Updated : 22 Apr, 2025

This article provides over 100 Machine Learning projects and ideas to provide hands-on experience for both beginners and professionals. Whether you're a student enhancing your resume or a professional advancing your career these projects offer practical insights into the world of Machine Learning and Data Science.

Top Machine Learning Project with Source Code [2025]

Machine Learning Project for Beginners

Once you’ve learned the basics of machine learning, it’s important to try out some practical projects to strengthen your skills. This section includes fun and simple machine learning projects for beginners that you can quickly pick up to build a strong foundation.

Healthcare

Disease Prediction Using Machine Learning
ML \| Heart Disease Prediction Using Logistic Regression	Video
Prediction of Wine type using Deep Learning	Video
Parkinson’s Disease Prediction using Machine Learning in Python
ML \| Kaggle Breast Cancer Wisconsin Diagnosis using Logistic Regression	Video
ML \| Cancer cell classification using Scikit-learn	Video
ML \| Kaggle Breast Cancer Wisconsin Diagnosis using KNN and Cross-Validation	Video
Autism Prediction using Machine Learning	Video

2. Finance and Economics

Credit Card Fraud Detection
Dogecoin Price Prediction with Machine Learning
Zillow Home Value (Zestimate) Prediction in ML	Video
Bitcoin Price Prediction using Machine Learning in Python	Video
Online Payment Fraud Detection using Machine Learning in Python	Video
Stock Price Prediction using Machine Learning in Python	Video
Stock Price Prediction Project using TensorFlow	Video
Microsoft Stock Price Prediction with Machine Learning
Predicting Stock Price Direction using Support Vector Machines
Share Price Forecasting Using Facebook Prophet

3. Food and Beverage

Wine Quality Prediction	Video

4. Retail and Commerce

Sales Forecast Prediction – Python
Customer Segmentation using Unsupervised Machine Learning in Python
Analyzing selling price of used cars using Python
Box Office Revenue Prediction Using Linear Regression in ML	Video
Flipkart Reviews Sentiment Analysis using Python
Loan Approval Prediction using Machine Learning	Video
Loan Eligibility prediction using Machine Learning Models in Python
House Price Prediction using Machine Learning in Python	Video
ML \| Boston Housing Kaggle Challenge with Linear Regression	Video

5. Sports

IPL Score Prediction Using Deep Learning	Video

6. Health and Fitness

Calories Burnt Prediction using Machine Learning	Video
Medical Insurance Price Prediction using Machine Learning in Python	Video

7. Transportation and Traffic

Vehicle Count Prediction From Sensor Data	Video
Ola Bike Ride Request Forecast using ML	Video

8. Environmental Science

Rainfall Prediction using Machine Learning in Python	Video

9. Text and Image Processing

Detecting Spam Emails Using Tensorflow in Python	Video
SMS Spam Detection using TensorFlow in Python	Video
Python \| Classify Handwritten Digits with Tensorflow	Video
OCR of Handwritten digits \| OpenCV
Recognizing HandWritten Digits in Scikit Learn	Video
Identifying handwritten digits using Logistic Regression in PyTorch	Video
Cartooning an Image using OpenCV – Python	Video
Count number of Object using Python-OpenCV	Video
Count number of Faces using Python – OpenCV	Video
Text Detection and Extraction using OpenCV and OCR	Video
CIFAR-10 Image Classification in TensorFlow	Video
Black and white image colorization with OpenCV and Deep Learning	Video
Handwritten Digit Recognition using Neural Network	Video

Twitter Sentiment Analysis using Python	Video
Facebook Sentiment Analysis using python	Video

11. Other Important Machine Learning Projects

Human Scream Detection and Analysis for Controlling Crime Rate	Video
Spaceship Titanic Project using Machine Learning in Python	Video
Inventory Demand Forecasting using Machine Learning in Python	Video
Waiter’s Tip Prediction using Machine Learning
Fake News Detection using Machine Learning	Video
Fake News Detection Model using TensorFlow in Python	Video
Predict Fuel Efficiency Using Tensorflow in Python	Video

Advanced Machine Learning Projects With Source Code

Here we have discussed a variety of complex machine-learning projects that will challenge both your practical engineering skills and your theoretical knowledge of machine learning.

1. Image and Video Processing

Multiclass image classification using Transfer learning
Image Caption Generator using Deep Learning on Flickr8K dataset
FaceMask Detection using TensorFlow in Python	Video
Dog Breed Classification using Transfer Learning
Flower Recognition Using Convolutional Neural Network	Video
Cat & Dog Classification using Convolutional Neural Network in Python
Traffic Signs Recognition using CNN and Keras in Python
Residual Networks (ResNet) – Deep Learning	Video
Lung Cancer Detection using Convolutional Neural Network (CNN)	Video
Lung Cancer Detection Using Transfer Learning
Black and white image colorization with OpenCV and Deep Learning	Video
Pneumonia Detection using Deep Learning	Video
Detecting Covid-19 with Chest X-ray	Video
Detecting COVID-19 From Chest X-Ray Images using CNN	Video
Image Segmentation Using TensorFlow

2. Recommendation Systems

Ted Talks Recommendation System with Machine Learning
Python \| Implementation of Movie Recommender System
Movie recommendation based on emotion in Python	Video
Music Recommendation System Using Machine Learning	Video

3. Speech and Language Processing

Speech Recognition in Python using Google Speech API
Voice Assistant using python
Next Sentence Prediction using BERT
Hate Speech Detection using Deep Learning
Fine-tuning the BERT model for Sentiment Analysis
Sentiment Classification Using BERT
Sentiment Analysis with Recurrent Neural Networks (RNN)
Autocorrect Feature Using NLP In Python
Python \| NLP analysis of Restaurant reviews
Restaurant Review Analysis Using NLP and SQLite

4. Health and Medical Applications

Skin Cancer Detection using TensorFlow
Heart Disease Prediction using ANN	Video

5. Security and Surveillance

Intrusion Detection System Using Machine Learning Algorithms
License Plate Recognition with OpenCV and Tesseract OCR
Detect and Recognize Car License Plate from a video in real-time

6. Other Advanced Machine Learning Projects

Age Detection using Deep Learning in OpenCV
Face and Hand Landmarks Detection using Python
Human Activity Recognition – Using Deep Learning Model
How can Tensorflow be used with the abalone dataset to build a sequential model?

100+ Machine Learning Projects with Source Code [2025]

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Machine Learning

100+ Machine Learning Projects with Source Code [2025]

Machine Learning Project for Beginners

Healthcare

2. Finance and Economics

3. Food and Beverage

4. Retail and Commerce

5. Sports

6. Health and Fitness

7. Transportation and Traffic

8. Environmental Science

9. Text and Image Processing

10. Social Media and Sentiment Analysis

11. Other Important Machine Learning Projects

Advanced Machine Learning Projects With Source Code

1. Image and Video Processing

2. Recommendation Systems

3. Speech and Language Processing

4. Health and Medical Applications

5. Security and Surveillance

6. Other Advanced Machine Learning Projects

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