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prashanth1276/README.md

Hi 👋, I'm Prashanth

AI/ML Engineer & Researcher focused on spatial intelligence and reliable memory for embodied agents.

  • 🎓 B.E. Information Science & Engineering — focused on AI/ML and intelligent systems

  • 🔭 I’m currently working on learning-based spatial intelligence and reliable memory for embodied agents

  • 🌱 Deepening skills in machine learning, computer vision, graph neural networks, and robot learning

  • 📚 Research experience in graph neural networks and fraud detection, with an IEEE Xplore publication

  • 💬 Ask me about spatial memory, scene graphs, graph neural networks, or computer vision

  • 📫 Reach me at prashanths272005@gmail.com

  • ⚡ Fun fact I take my coffee seriously, everything else lightly.

Featured Project:

  • 🧠 reliable-spatial-memory — Embodied agent with a confidence-weighted spatial scene graph, multi-sample verification policy, and CLIP-based language grounding. Evaluated over 7,720 runs across 5 policies, 4 scenarios, 2 noise models, and a 4-policy language ablation. Python, NumPy, NetworkX, OpenCV, CLIP, spaCy.

Research:

  • 📄 Adaptive Heterogeneous Temporal Graph Neural Framework for Fraud Detection in DeFi — IEEE Xplore (Scopus-indexed).

Connect with me:

prashanth_200 https://www.linkedin.com/in/prashanths27/ prashanth134 prashanth_012

Languages and Tools:

python pytorch tensorflow opencv numpy pandas scikit-learn linux git

pacman contribution graph

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  1. reliable-spatial-memory reliable-spatial-memory Public

    An embodied agent that builds confidence-weighted spatial memory and detects when that memory becomes unreliable under environmental change or noisy perception. Extended with CLIP-based language gr…

    Python

  2. Adaptive-Fraud-Detection-in-DeFi-Using-HTGNNs Adaptive-Fraud-Detection-in-DeFi-Using-HTGNNs Public

    Implementation of a Heterogeneous Temporal GNN (HTGNN) for DeFi anomaly detection. Includes extensive baseline comparisons (RGCN, GAT, XGBoost), ablation studies, and a Neo4j-backed inference pipel…

    Python 1

  3. production-ml-service production-ml-service Public

    Production-shaped ML service with FAISS semantic search, Redis caching, Prometheus metrics, Docker Compose, and a rigorous evaluation harness.

    Python

  4. ci-cd-microservice ci-cd-microservice Public

    CI/CD pipeline for a Python microservice using GitHub Actions, Docker, Docker Compose and SonarQubeCloud with automated testing, artifact management, deployment and rollback.

    Python

  5. Medical-QA-RAG-System Medical-QA-RAG-System Public

    Python

  6. Machine-Learning Machine-Learning Public

    Supervised Machine Learning Programs

    Jupyter Notebook