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šØ 92% accuracy sounds impressive until you see what it misses.
Excited to share that our research paper has been published in the International Journal of Innovations in Science and Technology
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We developed and compared multiple ML and NLP models including Logistic Regression, SVM, Bi-LSTM, and BERT for detecting deceptive online content.
Key result:
BERT significantly outperformed traditional models, achieving 92.5% accuracy by better capturing contextual meaning in text.
š” But what we learned goes beyond numbers:
ā High accuracy does not always mean real-world reliability.
ā Explainability is still a major gap in NLP systems.
ā Fake news detection is an evolving and continuous problem.
This work made one thing clear building a model is easy, but building a reliable system for real-world misinformation is much harder.
Special thanks to my mentors Faheem Ahmed, Ph.D | Kamran Dahri | Muhammad Aquib | Dr Muhammad Yaqoob Koondhar for their guidance and continuous feedback throughout this journey.
š full paper: https://journal.50sea.com/index.php/IJIST/article/view/1834
Our next goal is to publish in higher-tier, indexed journals and contribute to research that genuinely impacts how we fight misinformation online.
Do you think AI alone can solve misinformation, or will humans always be part of the solution?
#DataScience #MachineLearning #NLP #DeepLearning #BERT #Research #SiliconValley #TechCommunity
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Here's a pattern I notice when reviewing business websites.
The homepage tries to say everything.
Every service.
Every achievement.
Every detail.
Instead of helping visitors...
It overwhelms them.
A homepage isn't your entire business story.
It's the beginning of the conversation.
Its job is simple:
ā Capture attention.
ā Build trust.
ā Encourage the next click.
Sometimes, removing sections improves a homepage more than adding new ones.
Less clutter.
More clarity.
Better results.
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š®š°šš¹š ššµš®š šš¼š š±š¼ šš¶ššµš¶š» š³š¶šš² šš²š°š¼š»š±š?
Stop Losing Sales to Delayed DMs: Turn Your Facebook Page into a 24/7 Sales Machine
Every minute a customer waits for a reply on your Facebook page, you lose money to a competitor who answered faster.
Manual messaging is slow, exhausting, and unscalable. Thatās why I build Custom AI Messenger Automation Systems that instantly convert page comments and DMs into booked appointments and salesāeven while you sleep. š“š»
ā” What My AI Chatbots Do For Your Business:
š¬ Instant Comment-to-DM Sequences: Automatically reply to post comments and send a personalized DM with price lists, promo codes, or links instantly.
š§ Human-Like AI Conversations: Powered by advanced AI (OpenAI), your bot understands context, answers complex FAQs, and recommends products naturallyāno rigid, robotic menus.
š
Automated Lead Capture & Booking: Collect emails, phone numbers, and book meetings directly inside Messenger, synced straight to your CRM or Google Sheets.
šØ Smart AI-to-Human Handover: When a high-value customer needs a real human, the bot notifies you instantly so you or your team can step in.
āļø Seamless Backend Integrations: Fully connected with custom APIs, n8n workflows, and CRMs for automated business logic.
š” Why Top Brands Automate Their Messenger:
ā
0-Second Response Time: Instantly capture high-intent leads.
ā
Lower Support Costs: Reduce routine customer inquiries by up to 80%.
ā
Higher Conversions: Turn casual commenters into paying clients on autopilot.
š ļø Ready to Automate Your Page?
If you're ready to save 10+ hours a week and never lose another lead to a slow reply, let's build a custom system for your brand.
š Drop a comment below with "BOT" or send me a Direct Message to get a free preview of how this can work for your business! š©
