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adnankarim/README.md

👋 Hi, I'm Adnan Karim

🚀 AI Engineer | Data Scientist
🎓 MSc Data Science @ EURECOM (France)

I build production-grade AI systems using LLMs, RAG, multi-agent architectures, and scalable MLOps pipelines.


🧠 About Me

  • 🔍 Specialized in LLMs, RAG pipelines, and recommender systems
  • 🤖 Building agentic AI systems with real-world impact
  • ⚙️ Strong focus on end-to-end ML systems (data → model → deployment)
  • ☁️ Experienced with cloud + scalable infrastructure (GCP, AWS, Kubernetes)

🚀 Featured Projects

🔹 TalentMind AI — Intelligent Resume Search

Agentic RAG system for recruiter-focused candidate search

  • 🧠 GPT-based intent understanding
  • 🔎 Hybrid Retrieval (Dense + BM25 + RRF)
  • 📊 Cross-encoder reranking + evidence extraction
  • ⚡ Real-time system with FastAPI + Node.js + MongoDB

📈 Improved ranking quality (Precision@K, nDCG) over baseline retrieval systems


🔹 Diffusion-Based Virtual Cell Simulator

Generative AI for biological simulation

  • 🧬 Conditional diffusion models (DDPM + UNet)
  • ⚙️ Optimization via Evolution Strategies vs PPO
  • 📊 Achieved ~25% improvement in generation quality (FID)

🔹 SoundGuard AI — Audio Anomaly Detection

Unsupervised industrial fault detection

  • 🎧 AST + PANN encoders + UNet decoder
  • 📊 AUC: 0.943 (+22 pts over baseline)
  • 🔍 Detects anomalies without labeled data

🛠️ Tech Stack

💻 Languages

Python JavaScript C++ SQL

🤖 AI / ML

PyTorch TensorFlow Scikit-learn OpenCV
Transformers Diffusion Models LLMs RAG

🧠 Agentic AI

LangGraph LangChain AutoGen CrewAI
Multi-Agent Systems Reasoning Models

⚙️ MLOps & Infra

Docker Kubernetes CI/CD TensorRT
MLflow Airflow DVC

☁️ Cloud

GCP AWS Azure

🗄️ Databases

MongoDB FAISS Pinecone Qdrant


💼 Experience Highlights

  • 🚀 Built large-scale recommender system with ~90% accuracy in filtering irrelevant results
  • ⚡ Achieved 8× throughput using GPU optimization (A100, TensorRT)
  • 📉 Reduced latency by ~40% in production ML systems
  • 📊 Improved prediction accuracy by ~25–30% across multiple domains

🏆 Achievements

  • 🥉 3rd Place — Global TiE Hackathon (1400+ teams)
  • 💻 275+ LeetCode problems solved

📫 Connect With Me


⚡ Fun Fact

I enjoy building systems where AI doesn’t just predict — it reasons, retrieves, and acts.

Pinned Loading

  1. audios-anomaly-detections audios-anomaly-detections Public

    Jupyter Notebook

  2. twitter_sentiments_classification twitter_sentiments_classification Public

    Python

  3. finetune-sentiment-qlora-llama finetune-sentiment-qlora-llama Public

    Python

  4. OmdenaAI/omdena-pakistan-energy-crisis OmdenaAI/omdena-pakistan-energy-crisis Public

    AI for Reducing the energy crises in Pakistan using Machine Learning

    Jupyter Notebook 6 1

  5. cactus_classifier cactus_classifier Public

    Jupyter Notebook

  6. multiclass_perceptron_adaBoost_SAMME multiclass_perceptron_adaBoost_SAMME Public

    Jupyter Notebook