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Project Overview PhishGuard AI is a web-based cybersecurity platform designed to detect phishing, spam, and legitimate emails using Natural Language Processing (NLP) and Machine Learning techniques. Key Features: • Modern, responsive cybersecurity-themed user interface • Email subject and body analysis • AI-powered threat detection system • Classification into three categories: * Phishing * Spam * Safe/Legitimate • Real-time analysis results with risk scores • Threat indicators and suspicious keyword detection • Security recommendations and mitigation tips • Sample email testing section for demonstrations • Terminal-style dashboard with professional animations Technical Requirements: • Frontend: React.js with responsive design • Backend: Node.js and [login to view URL] • Machine Learning Model: Logistic Regression • NLP Processing: * Text cleaning * Tokenization * Stop-word removal * TF-IDF vectorization • REST API integration between frontend and backend • Email analysis results displayed in a clean dashboard Expected Workflow: 1. User enters email subject and body. 2. System preprocesses text using NLP techniques. 3. TF-IDF converts text into numerical features. 4. Machine Learning model predicts threat category. 5. Results display classification, confidence score, suspicious keywords, and security recommendations. Additional Features: • Clear and Analyze buttons • Loading animations during processing • Sample phishing, spam, and safe email examples • Mobile-friendly interface • Professional cybersecurity branding • Scalable architecture for future AI model improvements Goal: Develop an accurate, user-friendly AI threat analyzer that helps users identify phishing and malicious emails before they become security threats.
Project ID: 40479253
41 proposals
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Active 22 hours ago
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41 freelancers are bidding on average ₹22,948 INR for this job

I can build the PhishGuard AI platform with a React.js frontend and Node.js/Express backend, integrating an NLP-based ML model (Logistic Regression with TF-IDF) for phishing/spam/safe classification. The system will feature a modern cybersecurity-themed dashboard with real-time risk scores, suspicious keyword highlighting, sample test emails, and clear security recommendations. I'll ensure a responsive, mobile-friendly UI with loading animations and a clean REST API. This matches my React, Node.js, and AI integration experience. Let's get started.
₹25,000 INR in 15 days
8.2
8.2

I am excited to propose my services for developing the PhishGuard AI platform. As an expert in Shopify, WordPress, and web development technologies, I am skilled in React.js and Node.js, perfectly aligning with your technical requirements. I’m ready to start RIGHT AWAY to ensure timely delivery. Regards, Pooja
₹25,000 INR in 3 days
7.1
7.1

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Matlab, Python, and similar tools. I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr
₹45,000 INR in 7 days
7.1
7.1

Your NLP model will fail in production if it can't handle obfuscated phishing patterns like zero-width characters or homograph attacks. Most basic TF-IDF implementations miss these because they only analyze visible text. Quick question - are you planning to retrain the model as attackers evolve their tactics, or is this a static demo? And what's your false positive tolerance (marking safe emails as phishing kills user trust)? Here's the technical approach: - REACT + FLASK INTEGRATION: Build a WebSocket connection for real-time analysis feedback instead of polling REST endpoints. This cuts latency by 70% and gives users instant progress updates during NLP processing. - NLP PREPROCESSING PIPELINE: Implement custom tokenization that detects URL obfuscation, punycode domains, and Unicode substitution attacks. Standard NLTK stop-word removal won't catch these. - LOGISTIC REGRESSION + FEATURE ENGINEERING: Extract 15+ behavioral features beyond TF-IDF (sender reputation signals, urgency keywords, link-to-text ratio) to boost accuracy from 85% to 94%+. - API SECURITY: Add rate limiting and input sanitization to prevent adversarial attacks where users inject malicious payloads to poison your training data. - SCALABLE ARCHITECTURE: Containerize the Flask backend with Docker and set up Redis caching for repeated email patterns to handle 1K+ requests per minute without spinning up new instances. I've built 3 similar threat detection systems for fintech clients, including one that processes 50K emails daily with 99.2% accuracy. Let's discuss edge cases like multilingual phishing and image-based attacks before finalizing the model architecture.
₹22,500 INR in 7 days
7.0
7.0

Hi, I came across your project "PhishGuard AI – Email Phishing Detection & Threat Analysis Platform" and I'm confident I can help you with it. About Me: I'm a full stack developer and agency owner with over 8+ years of experience in PHP, Website Design, React.js. , and I understand exactly what’s needed to deliver high-quality results on time. Why Choose Me? - ✅ Expertise in required Technologies and 1 year post deployment free support - ✅ On-time delivery and excellent communication - ✅ 100% satisfaction guarantee Let’s discuss your project in more detail. I’m available to start immediately and would love to hear more about your goals. Looking forward to working with you! Best regards, Deepak
₹25,000 INR in 7 days
5.7
5.7

Hi, I am a Computer Science graduate from UC Berkeley with a specialization in Artificial Intelligence. I have more than 10 years of experience working in the AI and ML space, and I can help you with this project. Message me to discuss this further.
₹25,000 INR in 7 days
4.7
4.7

Hello, I have 5+ years of experience in NLP, Machine Learning, Python, and AI-based classification systems, and I am currently pursuing a PhD in NLP and Information Retrieval. I can help build PhishGuard AI with email subject/body analysis, NLP preprocessing, TF-IDF feature extraction, Logistic Regression classification, risk scoring, suspicious keyword detection, and security recommendations. I have experience with text classification tasks such as spam/sentiment/offensive content detection, feature engineering, model evaluation, and REST API integration. I can also support the full web implementation using React.js, Node.js/Express.js backend, clean dashboard design, sample email testing, and scalable architecture for future model upgrades. Best regards, Bhargav
₹15,000 INR in 7 days
4.0
4.0

As an accomplished mobile app developer with over 8 years of experience, I have successfully delivered 150+ mobile applications and leveraged my skill in AI implementation to the fullest. My expertise in Python, Django, and Flask, which are the very skillsets needed for this project, would be pivotal in the fruition of PhishGuardAI. Building secure apps that enhance user experience has been at the core of my profession. Be it a taxi-booking service or a food-ordering facility, I have rendered an uncompromisingly safe platform and yours should not be different. React.js, another of my competencies, is identified for its scalable architecture quality and with scalability as one of the key requirements for your project, my fluency in incorporating this technology would certainly come in handy. Having tackled projects demanding NLP processing and TF-IDF vectorization, I am well aware of challenges and best practices involved in generating accurate models.I am tự tin that using Logistic Regression Model incorporating NLP techniques with clean UI for logical reasons will ensure proficient operations.
₹25,000 INR in 7 days
3.2
3.2

Hello, I’m interested in developing your PhishGuard AI platform. The combination of cybersecurity-focused UI, NLP processing, and AI-based threat detection makes this a very practical and impactful project. I have experience working on full-stack web applications involving responsive frontend systems, backend APIs, dashboard workflows, scalable architecture, and modern UI/UX development. I have worked on responsive dashboard systems, backend-integrated web applications, and modern frontend projects requiring clean UI design and scalable workflows. I understand the importance of building a professional cybersecurity-themed interface while keeping the platform fast, responsive, and easy to use. Features like NLP preprocessing, phishing/spam classification, confidence scoring, suspicious keyword detection, real-time analysis workflows, and responsive dashboard interfaces can all be implemented cleanly. I’m comfortable working with React.js, Node.js, REST API integration, responsive frontend systems, and scalable backend workflows while maintaining clean and maintainable code architecture. I focus on building modern, fast-loading, and mobile-friendly applications with smooth UI/UX and organized frontend/backend structure. I also maintain regular communication, provide progress updates, and ensure organized delivery throughout development. Best regards, Jeevan S Shettigar
₹23,000 INR in 8 days
1.8
1.8

⭐Perfection is what I Guarantee⭐ I have extensive experience building AI-powered cybersecurity platforms similar to PhishGuard AI. I can help deliver a seamless, accurate email threat detection system with an intuitive interface. Core Deliverables: ➡️ - Responsive React.js frontend - Node.js/Express backend with REST API - NLP preprocessing & Logistic Regression model - Real-time threat classification with risk scores - Terminal-style dashboard with animations Approach: ➡️ - Collaborate to refine requirements - Implement modular, scalable architecture - Test rigorously for accuracy & UX - Provide clear documentation & support I’d love to hear more about the project to understand the full scope and create a detailed timeline. I am committed to delivering a high-quality product that meets your goals. Looking forward to discussing further. Kind regards, Aaron R.
₹25,000 INR in 5 days
0.0
0.0

Hi, I've built similar NLP-based classification systems before and can deliver exactly what you described — clean React frontend, Node/Express API, and a Python ML backend with Logistic Regression + TF-IDF vectorization. What I'll build: - React.js UI with cybersecurity theme, terminal-style dashboard, real-time results - Node.js + Express REST API connecting frontend to ML model - Python ML pipeline: text cleaning → tokenization → stop-word removal → TF-IDF → Logistic Regression classifier - 3-class output: Phishing / Spam / Safe — with confidence score + suspicious keywords - Sample email testing section + mobile responsive Timeline: 5 days My bid: ₹15,000 INR I'll share a live demo link before final delivery so you can test everything end-to-end. Ready to start today. Any questions about the technical approach? Best, Khôi
₹15,000 INR in 5 days
0.0
0.0

My development process is designed to be highly collaborative and transparent, ensuring the final website perfectly aligns with your practice. We will move through four main stages: Discovery & Strategy: We start with a brief call to align on your brand identity, target audience, and the core features you need (like appointment booking). Design & Prototyping: I will build a visual prototype of the core pages for your review. We don't write the final code until you are 100% happy with the look and feel. Development: Once approved, I bring the design to life using modern front-end technologies, ensuring smooth animations, fast load times, and a flawless mobile experience. Testing & Launch: We rigorously test the site across all devices and browsers before officially taking it live. You will be updated at every major milestone so you always know exactly where the project stands.
₹12,500 INR in 7 days
0.0
0.0

Hi! NLP phishing classifier on React + Node — a tight, well-scoped MVP we can ship cleanly. The Logistic Regression + TF-IDF pipeline is straightforward; we'd train offline (scikit-learn → exported model) and serve predictions via a lightweight Node/Express endpoint that calls a Python inference microservice, or keep it pure JS with a TF-IDF + LR port if you'd rather the stack stay uniform. We've shipped two similar MERN dashboards with ML inference recently — one resume screener with TF-IDF + LR scoring, and a content moderation tool flagging spam/abuse with token-level signals. For the cybersecurity feel I'd lean into a dark, terminal-style UI with monospace text and animated scan progress. Quick question: do you have a labelled email dataset already, or should we sample from public phishing corpora (PhishTank / SpamAssassin) to train? Quoting ₹25,000 INR, ~14 days end-to-end.
₹25,000 INR in 14 days
0.0
0.0

Hello, I am interested in developing **PhishGuard AI – Email Phishing Detection & Threat Analysis Platform**. I have experience in React.js, Node.js/Express, Machine Learning, NLP, and cybersecurity-focused web applications. I can build a modern, responsive platform with: ✔ AI-powered phishing, spam, and safe email classification ✔ NLP processing (text cleaning, tokenization, stop-word removal, TF-IDF) ✔ Logistic Regression-based threat detection model ✔ Real-time risk scoring and suspicious keyword analysis ✔ Security recommendations and mitigation tips ✔ Professional cybersecurity-themed dashboard with animations ✔ REST API integration and scalable architecture I will deliver clean, well-documented, and production-ready code with a user-friendly interface optimized for desktop and mobile devices. Looking forward to discussing your requirements and project timeline. Best Regards, Mohit Novarsistech Pvt Ltd Indore
₹25,000 INR in 7 days
0.0
0.0

We’ve worked on a project with a very similar scope, giving me strong insight into delivering quality results efficiently. I understand the importance of a clean user-friendly UI for high-end customers. With our expertise in React.js, Node.js, and Machine Learning, we can create PhishGuard AI with a modern interface, real-time threat detection, and professional animations, meeting all your project requirements. I'd love to chat about your project and offer a free consultation. Regards, Nabeel Ismail
₹16,900 INR in 7 days
0.0
0.0

"We've just completed a similar project! We've built a website and application for service businesses. You won't find a team better aligned with what you're looking for. I understand the need for a clean, professional and user-friendly booking platform with seamless interactions. We specialize in WordPress development, custom PHP coding, payment gateway and REST API connections. We assure to get the project done, with quality work. With 5 star reviews on similar projects, we rank in the top 1%. I'd love to chat to you about your project! The worst that can happen, is you walk away with a free consultation." Liamv14
₹18,750 INR in 7 days
0.0
0.0

PhishGuard AI presents a crucial need in today's cybersecurity landscape. At Team Nova Web, we've successfully delivered similar AI-driven solutions, ensuring robust threat detection and user-friendly interfaces for clients in cybersecurity and tech sectors. Our expertise aligns perfectly with the PhishGuard AI project requirements. We specialize in developing responsive React.js frontends, robust Node.js backends, and implementing Machine Learning models like Logistic Regression. By integrating NLP techniques and real-time analysis, we ensure accurate threat categorization and actionable security recommendations. We are confident in our ability to create a cutting-edge Email Phishing Detection & Threat Analysis Platform that exceeds expectations. Let's discuss how Team Nova Web can bring PhishGuard AI to life effectively. Regards, Sebastian M. Founder | Team Nova Web
₹16,900 INR in 7 days
0.0
0.0

I'll handle it, don't worry. Your crucial need isn't just email analysis; it's safeguarding your data integrity against sophisticated cyber threats. My solution: a robust PhishGuard AI platform that detects phishing emails with precision. Although I am new to the Freelancer platform, I bring real-world experience in developing AI cybersecurity solutions. Recently, a similar project I completed resulted in a 50% reduction in security breaches for a client. Let's connect and explore how we can bring your vision to life. Regards, Ahead Solutions P.S. If you're not happy with our work, you don't pay.
₹15,000 INR in 7 days
0.0
0.0

Experienced in web development, AI integration, problem solving, and creating efficient digital solutions daily.
₹24,000 INR in 7 days
0.0
0.0

I recently assisted a client with a similar setup, ensuring their application ran seamlessly on the new environment without disrupting existing workflows. I can help you achieve your goal by developing a reliable PhishGuard AI platform that efficiently detects email phishing threats using NLP and Machine Learning. By focusing on user-friendly interfaces, real-time threat analysis, and security recommendations, we'll ensure a smooth and integrated experience for your users. This is exactly the kind of project where a structured, detail focused approach makes all the difference, and that’s what I bring. Regards, Sebastian
₹18,750 INR in 7 days
0.0
0.0

Kharar, India
Member since Jan 7, 2025
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