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Password Strength Prediction Machine Learning Open Source

Machine learning-based password strength prediction system using ML algorithms to analyze password security and predict strength levels. Analyze password features, patterns, breach databases, and policy compliance with advanced machine learning and deep learning models.

Strength Classification Breach Detection Password Generator Policy Compliance Download Now Jupyter Notebook TensorFlow Get Started
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Password Strength ML Project - RSK World
Password Strength ML Project - RSK World
Machine Learning Password Security Python Security Analysis TensorFlow Cybersecurity

This project implements a Password Strength Prediction System using machine learning algorithms to analyze password security and predict strength levels. It employs multiple ML algorithms including Random Forest, Gradient Boosting, and Neural Networks for strength classification. The system analyzes password features like length, character diversity, patterns, breach databases, and policy compliance to detect weak passwords and provide security recommendations with high accuracy.

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Password Feature Extraction

Extract comprehensive features from passwords including length, character diversity, entropy, patterns, and common password matching.

  • Basic feature extraction
  • Advanced feature analysis
  • Pattern recognition
  • Character diversity metrics

Strength Classification

Classify password strength into Weak, Medium, and Strong categories using machine learning models with high accuracy.

  • Weak password detection
  • Medium strength identification
  • Strong password validation
  • Confidence scoring

Multiple ML Algorithms

Compare and use multiple machine learning models including Random Forest, Gradient Boosting, and Neural Networks.

  • Random Forest classifier
  • Gradient Boosting models
  • Deep Neural Networks
  • TensorFlow/Keras support

Advanced Pattern Recognition

Identify common password patterns, sequences, repetitions, keyboard patterns, and security vulnerabilities.

  • Pattern detection
  • Sequence analysis
  • Repetition identification
  • Keyboard pattern detection

Jupyter Notebooks

Interactive Jupyter Notebooks for password analysis, feature engineering, model training, and evaluation.

  • Password analysis notebook
  • Feature engineering notebook
  • Model training notebook
  • Evaluation and visualization

Advanced Feature Extraction

Comprehensive feature extraction including N-grams, dictionary word detection, personal info detection, and Levenshtein distance.

  • N-gram analysis
  • Dictionary word detection
  • Personal info detection
  • Levenshtein distance

Password Breach Detection

Check passwords against known breach databases using local database and Have I Been Pwned API integration.

  • Local breach database
  • Have I Been Pwned API
  • Privacy-preserving checks
  • Batch breach checking

Password Generator

Generate strong passwords with guaranteed strength levels, customizable requirements, and memorable password options.

  • Strength-guaranteed generation
  • Customizable requirements
  • Memorable passwords
  • ML model verification

Policy Compliance Checker

Validate passwords against customizable policies including NIST guidelines and enterprise password policies.

  • Customizable policies
  • NIST guidelines support
  • Enterprise policy templates
  • Compliance scoring

Security Recommendations

AI-powered automated security recommendations and actionable suggestions to improve password strength.

  • Automated recommendations
  • Security improvement tips
  • Actionable suggestions
  • Best practice guidelines

Batch Password Analysis

Analyze multiple passwords efficiently with batch processing, export to CSV/JSON/Excel, and comprehensive reports.

  • Batch processing
  • CSV/JSON/Excel export
  • Multiple input formats
  • Comprehensive reports

REST API Server

Full RESTful API for integration with other systems, monitoring tools, and security platforms.

  • RESTful API endpoints
  • Real-time detection API
  • Statistics and analytics API
  • System integration support

Advanced Dashboard

Comprehensive visualization dashboard with multiple chart types for password analysis and statistics.

  • Interactive visualizations
  • Strength distribution charts
  • Feature correlation heatmap
  • Summary statistics panel

Multi-Format Reports

Generate comprehensive reports in CSV, JSON, and HTML formats with detailed password analysis statistics.

  • CSV report generation
  • JSON data export
  • HTML visual reports
  • Statistical analysis

Deep Learning Support

Neural network models using TensorFlow/Keras with automatic feature scaling and early stopping.

  • TensorFlow/Keras integration
  • Neural network architecture
  • Feature scaling
  • Early stopping prevention

Requirements

The following are the technical requirements for this project:

  • Python 3.8+
  • Scikit-learn 1.3.0+
  • TensorFlow 2.13.0+
  • Pandas 2.0.0+
  • NLTK 3.8.0+
  • Flask 2.3.0+
  • Jupyter Notebook 1.0.0+

Credits & Acknowledgments

This project is developed for educational purposes and utilizes the following resources:

  • Python - PSF License
  • Scikit-learn - BSD License
  • TensorFlow - Apache 2.0 License
  • NLTK - Apache 2.0 License
  • RSK World - Project Inspiration
  • GitHub Repository - Source code and documentation

Support & Contact

For paid applications, please contact us for integration help or feedback.

  • Support Email: help@rskworld.in
  • Contact Number: +91 9330539277
  • Website: RSKWORLD.in
  • GitHub Project
  • Join Our Discord
  • Slack Support Channel
  • Password Strength ML Documentation
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Categories

Machine Learning Password Security Python Security Analysis TensorFlow Cybersecurity

Technologies

Python 3.8+
Scikit-learn
TensorFlow
Pandas

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About RSK World

Founded by Molla Samser, with Designer & Tester Rima Khatun, RSK World is your one-stop destination for free programming resources, source code, and development tools.

Founder: Molla Samser
Designer & Tester: Rima Khatun

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India, 713147

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