Adnan Q.
Generative AI & Machine Learning (PhD) | RAG, Agents, Production AI/ML
🌟 𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈 & 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 🌟 𝐀𝐠𝐞𝐧𝐭𝐢𝐜 𝐀𝐈 + 𝐅𝐨𝐮𝐧𝐝𝐚𝐭𝐢𝐨𝐧 𝐌𝐨𝐝𝐞𝐥𝐬 🌟 𝐌𝐮𝐥𝐭𝐢-𝐀𝐠𝐞𝐧𝐭 𝐒𝐲𝐬𝐭𝐞𝐦𝐬 🌟 𝐓𝐨𝐩 𝟐% 𝐇𝐢𝐠𝐡𝐥𝐲 𝐂𝐢𝐭𝐞𝐝 𝐑𝐞𝐬𝐞𝐚𝐫𝐜𝐡𝐞𝐫 (𝟐𝟎𝟐𝟒 & 𝟐𝟎𝟐𝟓) I’m a PhD in 𝐂𝐨𝐦𝐩𝐮𝐭𝐞𝐫 𝐒𝐜𝐢𝐞𝐧𝐜𝐞 with 10+ years in trustworthy AI and advanced ML, helping teams build production-ready Generative AI systems that are reliable, secure, and measurable, especially in healthcare, cybersecurity, and other high-stakes settings. 📌𝐀𝐜𝐚𝐝𝐞𝐦𝐢𝐜 𝐈𝐦𝐩𝐚𝐜𝐭 & 𝐀𝐰𝐚𝐫𝐝𝐬: ✔45+ peer-reviewed publications ✔7,500+ citations on Google Scholar ✔Top 2% Highly Cited Researcher (2024 & 2025) ✔Best Paper Award, IEEE Engineering in Medicine & Biology Society ✔Publications in leading venues, including 𝐌𝐈𝐂𝐂𝐀𝐈, 𝐈𝐄𝐄𝐄 𝐓-𝐏𝐀𝐌𝐈, 𝐈𝐒𝐁𝐈, 𝐈𝐄𝐄𝐄 𝐂𝐎𝐌𝐒𝐓, Computers & Security, and more. 📌𝐈 𝐜𝐚𝐧 𝐡𝐞𝐥𝐩 𝐲𝐨𝐮 𝐰𝐢𝐭𝐡: ✔ End-to-end RAG systems: hybrid search, structured retrieval, reranking, evaluation pipelines ✔ Agentic / multi-agent systems: orchestration, tool use, coordination, workflow automation ✔ LLM security + robustness: prompt injection, data leakage, model inversion risks, red-teaming + regression checks ✔ Foundation & multimodal model adaptation for domain use cases 𝐈𝐟 𝐲𝐨𝐮 𝐡𝐚𝐯𝐞 𝐚 𝐩𝐫𝐨𝐭𝐨𝐭𝐲𝐩𝐞 𝐭𝐡𝐚𝐭 𝐡𝐚𝐥𝐥𝐮𝐜𝐢𝐧𝐚𝐭𝐞𝐬, 𝐛𝐫𝐞𝐚𝐤𝐬 𝐨𝐧 𝐞𝐝𝐠𝐞 𝐜𝐚𝐬𝐞𝐬, 𝐨𝐫 𝐜𝐚𝐧’𝐭 𝐬𝐜𝐚𝐥𝐞 𝐬𝐚𝐟𝐞𝐥𝐲, 𝐈 𝐜𝐚𝐧 𝐚𝐮𝐝𝐢𝐭 𝐢𝐭, 𝐟𝐢𝐱 𝐢𝐭𝐬 𝐰𝐞𝐚𝐤 𝐩𝐨𝐢𝐧𝐭𝐬, 𝐚𝐧𝐝 𝐩𝐮𝐭 𝐞𝐯𝐚𝐥𝐮𝐚𝐭𝐢𝐨𝐧 𝐚𝐧𝐝 𝐠𝐮𝐚𝐫𝐝𝐫𝐚𝐢𝐥𝐬 𝐢𝐧 𝐩𝐥𝐚𝐜𝐞 𝐬𝐨 𝐲𝐨𝐮𝐫 𝐭𝐞𝐚𝐦 𝐜𝐚𝐧 𝐭𝐫𝐮𝐬𝐭 𝐢𝐭𝐬 𝐨𝐮𝐭𝐩𝐮𝐭𝐬. 𝐑𝐞𝐥𝐚𝐭𝐞𝐝 𝐊𝐞𝐲𝐰𝐨𝐫𝐝𝐬: #GenerativeAI #LLM #LargeLanguageModels #RAG #RetrievalAugmentedGeneration #HybridSearch #Embeddings #VectorSearch #AgenticAI #AIAgents #MultiAgentSystems #FoundationModels #MultimodalAI #LLMSecurity #PromptInjection #DataLeakage #ModelInversion #RedTeaming #EvaluationPipelines #AIArchitecture
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