Inspiration
Many fake job scams cheat students and job seekers. People lose money, data, and trust.
What it does
Detects fake vs real job postings. Analyzes job details, recruiter info, and messages.
How we built it
Collected real and fake job datasets. Used NLP for text cleaning and processing. Trained Deep Learning models (LSTM/CNN).
Challenges we ran into
Finding enough fake job data. Dealing with data imbalance. Avoiding false alarms on real jobs.
Accomplishments that we're proud of
Built a working fake job detection model. Made a simple interface for job seekers. Added awareness tips for safety
What we learned
Applying AI + NLP in real problems. Handling unbalanced datasets. Importance of awareness in cybersecurity. Teamwork and project building.
What's next for FakeJobAlert DetectionSystem for PublicAwareness and Safety
Add more global job data. Use BERT/Transformers for better accuracy. Create browser extension for job portals. Collaborate with job boards and colleges.
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