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Contact Information: LinkedIn: / asimgulkhan Fiver: https://www.fiverr.com/s/Q7LbNG2 With the rise of AI-generated scams, spotting fake emails is harder than ever. In this full tutorial, I’ll guide you step-by-step on building and deploying a Phishing Email Detection System using BERT, a powerful transformer-based model from Hugging Face. 💡 What You'll Learn: 1 - Loading and preprocessing an email dataset 2 - Exploratory Data Analysis (EDA) 3 - Tokenisation using BERT 4 - Fine-tuning BERT for binary classification (phishing vs. legitimate) 5 - Evaluating model performance (Accuracy, F1-score, Confusion Matrix) 6 - Saving and deploying the trained model 7 - Visualisations: WordCloud, special characters, and more. 📌 This is perfect for students, researchers, final year projects, ideas, dissertation ideas or anyone curious about AI in cybersecurity! Want a custom project in Data Science or programming? Contact me 👇 🔗 LinkedIn: / asimgulkhan Project Links along with blog + Data, and code: https://personal-tech-portfolio.onren... 📁 Github: https://github.com/AsimGull/Data-Scie... Books Suggestions for you 🤩: Malware Analysis: https://amzn.to/48Tpc1w Malware Analysis with ML: https://amzn.to/3V7UJtu Android Malware: https://amzn.to/3V7UJtu #scam #scamemails #fraud #emailsecurity #emailscams #PhishingDetection #CyberSecurityAI #BERTModel #emailsecurity #aiprojects #machinelearning #transformers #deeplearning #pythonprojects #nlp #huggingface #fulltutorial #finalyearprojects #studentprojectcenters #DissertationProject #cybersecurity #aiprojects #machinelearningprojects #PhishingDetection #academicprojects #UniversityProject #cybersecurityawareness #aiincybersecurity #BERTModel #pythonprojects #HuggingFaceTransformers #researchprojects #computerscienceproject #deeplearningprojects