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100+ Machine Learning Projects with Source Code [2025]
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100+ Machine Learning Projects with Source Code [2025]

Last Updated : 22 Apr, 2025
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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.

Machine Learning Project with Source Code
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

10. Social Media and Sentiment Analysis

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?


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100+ Machine Learning Projects with Source Code [2025]
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Article Tags :
  • Machine Learning
  • AI-ML-DS
  • Machine Learning Projects
  • Tutorials
  • Data Science Proejcts
Practice Tags :
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