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๐Ÿ›๏ธ Product Recommendation System โ€“ Data Science Project ๐Ÿ“Š
Create a smart recommendation engine that suggests products based on user behavior using Python and data science techniques! Perfect for beginners and portfolio builders.

โœ… Available Features
Here are the professionally developed features included in this project:
๐Ÿง  AI-Driven Product Recommendation Engine
๐Ÿ‘ฅ Secure User Registration and Login
๐Ÿ” Password Encryption and Authentication
โญ User-Based Product Ratings System
๐Ÿ“œ Browsing History Tracking
๐Ÿ“Š Average Rating Calculation Per User
โš™๏ธ Clean Codebase with Flask Architecture
๐Ÿ’พ SQLAlchemy Integration with SQLite
๐Ÿ–ฅ๏ธ Modular and Scalable Structure

๐Ÿ”— Download & Source Code:
Product Recommendation System
๐ŸŒŸ Follow for more projects:
๐Ÿ”— https://t.me/Projectwithsourcecodes


#DataScience #PythonProject #ProductRecommendation #MachineLearning #AIProjects #OpenSource #CodingCommunity #StudentProjects #PortfolioProject #Projectwithsourcecodes
๐ŸŽฏ Real-Time Object Detection โ€“ Data Science Project ๐Ÿ“ท
Detect objects live from your webcam using Python and OpenCV! A great hands-on project to explore computer vision and real-time AI.

๐Ÿ” Project Features:
Real-time object detection via camera input

Uses Python & OpenCV

Beginner-friendly and well-commented code

Fully open source and customizable

Great for portfolios, students, and CV/AI enthusiasts

๐Ÿ”— Download & Source Code:
Real-Time Object Detection

๐ŸŒŸ Follow for more full-source projects:
๐Ÿ“ข @Projectwithsourcecodes
๐Ÿ”— https://t.me/Projectwithsourcecodes

#Python #OpenCV #ObjectDetection #RealTimeAI #ComputerVision #AIProjects #MachineLearning #DataScience #StudentProjects #OpenSource #ProjectWithSourceCodes
๐ŸŽฏ Real-Time Object Detection Using Python โ€“ Data Science Project ๐Ÿง ๐Ÿ“ท
Detect and track objects live using your webcam with Python and OpenCV! A perfect project to dive into computer vision and real-time AI applications.

๐Ÿ” Project Highlights:
Real-time detection with camera feed

Built using Python & OpenCV

Easy-to-understand code for beginners

Fully open source and customizable

Great for portfolios, AI demos, and learning computer vision

๐Ÿ”— Download & Source Code:
Real-Time Object Detection โ€“ Python

๐ŸŒŸ Follow us for more source code projects:
๐Ÿ“ข @Projectwithsourcecodes
๐Ÿ”— https://t.me/Projectwithsourcecodes


#Python #OpenCV #ObjectDetection #ComputerVision #AIProjects #RealTimeAI #MachineLearning #DataScience #OpenSource #StudentProjects #Projectwithsourcecodes
๐ŸŽง Music Recommendation System โ€“ Data Science Project ๐ŸŽถ
Build your own smart music recommender using Python! This project helps you understand how content-based filtering works with real-world datasets.

๐Ÿ” Project Features:
Content-based music recommendation
Built using Python and Pandas
Clean and beginner-friendly code
Fully open source & easy to modify
Great for students, portfolios & ML practice

๐Ÿ”— Download & Source Code:
Music Recommendation System

๐ŸŒŸ Follow us for more full-source projects:
๐Ÿ“ข @Projectwithsourcecodes
๐Ÿ”— https://t.me/Projectwithsourcecodes

๐Ÿš€ Level up your machine learning skills with real projects!

#Python #MusicRecommendation #DataScience #MachineLearning #AIProjects #OpenSource #StudentProjects #PortfolioProject #PythonCode #Projectwithsourcecodes
๐ŸŽ™๏ธ Speech Emotion Recognition โ€“ Data Science Project ๐Ÿง 
Detect human emotions from speech using Python and machine learning! A powerful project combining audio processing and AI โ€” perfect for data science and NLP enthusiasts.

๐ŸŒŸ Available Features
๐ŸŽค Real-Time Speech Emotion Recognition โ€“ Detects emotions such as happy, sad, angry, and neutral from audio.
๐ŸŒ Web Interface with Flask โ€“ Simple and user-friendly interface for uploading and analyzing speech.
๐Ÿ“‚ Audio File Upload โ€“ Supports uploading audio files for processing directly via the web app.
๐Ÿ”„ Audio Segmentation โ€“ Splits audio into segments to detect multiple languages or emotion states.
๐Ÿง  TensorFlow-Based Emotion Model โ€“ Integrated machine learning model for accurate emotion prediction.
๐Ÿ“ˆ Log Output via Console โ€“ Prints processing steps and results for real-time tracking.
๐Ÿ› ๏ธ Modular Code Structure โ€“ Easy-to-read and extend Python files like audio_processor.py, emotion_model.py, etc.

๐Ÿ”— Download & Source Code:
Speech Emotion Recognition Project

๐ŸŒŸ Follow for more real-world ML projects:

๐Ÿ“ข @Projectwithsourcecodes
๐Ÿ”— https://t.me/Projectwithsourcecodes


#PythonProject #SpeechEmotionRecognition #AudioAI #MachineLearning #DataScience #NLP #OpenSourceProjects #StudentProjects #PortfolioReady #VoiceAI #Projectwithsourcecodes
๐Ÿ’ณ๐Ÿšจ Credit Card Fraud Detection System โ€“ Python Project ๐Ÿ๐Ÿง 
Detect fraudulent transactions using machine learning! This project helps you explore real-world data science, classification, and anomaly detection.

๐Ÿ” Key Features:
๐Ÿ“Š Uses real credit card transaction dataset
๐Ÿง  ML algorithms for fraud classification
๐Ÿ” Helps understand anomaly detection
๐Ÿงพ Clean, beginner-friendly Python code
๐Ÿ†“ 100% open source & customizable

๐Ÿ”— Download & Source Code:
๐Ÿ‘‰ Credit Card Fraud Detection Project

๐ŸŒŸ For more full-source projects, follow us:
๐Ÿ”— https://t.me/Projectwithsourcecodes


#PythonProject #FraudDetection #MachineLearning #CreditCardAI #AnomalyDetection #DataScience #StudentProject #OpenSource #MLProjects #Projectwithsourcecodes
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๐Ÿ“ฐ๐Ÿšซ Fake News Detection โ€“ Python Project ๐Ÿ๐Ÿง 
Combat misinformation using Python and machine learning! This project helps you detect fake news articles with natural language processing and classification models.

๐Ÿ” Project Features:
๐Ÿงพ Uses real news datasets (fake vs. real)
๐Ÿง  NLP + Machine Learning classification
๐Ÿ“Š Logistic Regression, CountVectorizer, etc.
๐Ÿ†“ Open source, beginner-friendly & customizable
๐ŸŽฏ Great for portfolios, research & practice

๐Ÿ”— Download & Source Code:
๐Ÿ‘‰ Fake News Detection Project

๐ŸŒŸ For more real-world source code projects, follow us:
๐Ÿ”— https://t.me/Projectwithsourcecodes


#FakeNewsDetection #PythonProject #MachineLearning #NLP #DataScience #TextClassification #MLProject #OpenSourceCode #StudentProjects #Projectwithsourcecodes
๐Ÿฅ๐Ÿ’ก Healthcare Recommendation System โ€“ Python Project ๐Ÿ๐Ÿง 
Build an intelligent system that suggests healthcare tips, services, or treatment based on user input! A practical and impactful data science project.

๐Ÿ” Key Features:
๐Ÿงพ User-based health recommendations
๐Ÿง  Machine Learning + Python logic
๐Ÿ“Š Easy to customize and expand
๐Ÿ’ฌ Improves user awareness & health decision-making
๐Ÿ†“ Fully open source & beginner-friendly

๐Ÿ”— Download & Source Code:
๐Ÿ‘‰ Healthcare Recommendation Project

๐ŸŒŸ Get more smart projects with source code:
๐Ÿ”— https://t.me/Projectwithsourcecodes

๐Ÿš€ Make smarter, healthier choices โ€” powered by AI.

#HealthcareAI #PythonProject #RecommendationSystem #DataScience #MachineLearning #StudentProject #AIForGood #OpenSourceCode #Projectwithsourcecodes
๐Ÿ’ณ๐Ÿšจ UPI Fraud Detection System โ€“ Python Project ๐Ÿ๐Ÿ”
Build a smart system that detects suspicious UPI transactions using Machine Learning. An ideal project for data science learners and fintech enthusiasts.

๐Ÿ” Key Features:
๐Ÿง  ML-based fraud detection model
๐Ÿ“Š Analyze transaction patterns & anomalies
๐Ÿ” Focus on financial security and risk analysis
๐Ÿ› ๏ธ Python, Pandas, Scikit-learn, etc.
๐Ÿ†“ Fully open source & student-friendly

๐Ÿ”— Download & Source Code:
๐Ÿ‘‰ UPI Fraud Detection System โ€“ Python

๐Ÿ“ข For more ML & data science projects with source code:
๐Ÿ”— https://t.me/Projectwithsourcecodes

๐Ÿš€ Learn to secure the digital payment world with AI.

#FraudDetection #PythonProject #UPISecurity #MachineLearning #DataScience #FintechProject #OpenSourceCode #StudentProjects #CyberSecurity #Projectwithsourcecodes
๐Ÿ ๐Ÿ“Š House Rent Prediction System โ€“ Python Project ๐Ÿ๐Ÿ’ก
Predict the rent of a house based on features like location, size, number of rooms, and more using Machine Learning! A practical project for real-world use cases.

๐Ÿ” Key Features:
๐Ÿ“ˆ Predict rent prices based on user input
๐Ÿง  Built using Python, Pandas, Scikit-learn
๐Ÿ’ป Linear Regression for price estimation
๐Ÿ“Š Real estate data analysis
๐Ÿ†“ Beginner-friendly & fully open source

๐Ÿ”— Download & Source Code:
๐Ÿ‘‰ House Rent Prediction Project

๐Ÿ“ข Follow for more ML & data science projects with source code:
๐Ÿ”— https://t.me/Projectwithsourcecodes

๐Ÿš€ Learn how real estate platforms use data to drive pricing decisions!

#RentPrediction #MachineLearning #PythonProjects #DataScience #RealEstateAI #OpenSourceProject #StudentProjects #RegressionModel #Projectwithsourcecodes