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adullagayathri/README.md

Hi, I'm Gayathri Adulla 👋

AI Engineer building production Computer Vision, Multimodal AI, and Machine Learning systems.

🔭 Currently building computer vision pipelines for automated housing-code-violation detection at Third Estate Analytics, processing GPS/video telemetry and VLM-based classification at 90% accuracy across a 300K-parcel dataset.

🎓 M.S. in Artificial Intelligence — University at Buffalo (2025–2026)

🌱 Currently exploring: Retrieval-Augmented Generation (RAG), LLM applications, and agentic AI systems

📫 Reach me: LinkedIn · Portfolio · [email protected]

🛠️ Tech Stack

Languages: Python · SQL · Java ML / DL: PyTorch · TensorFlow · Scikit-learn · Transformers (DistilBERT, VLMs) Computer Vision: OpenCV · ResNet · SMPL-X · Active Learning pipelines Infra / MLOps: Docker · Kubernetes · FastAPI · Redis · AWS · GCP Data: PostgreSQL · MongoDB · Spark · Hadoop · ETL pipelines

📌 Featured Projects

Project Description Stack
Multimodal Movie Genre Prediction Fused text (DistilBERT) + image (ResNet-18) deep learning model for multi-label genre classification. Live demo PyTorch, Transformers, ResNet
Deepfake Detection (β-VAE) Hybrid generative + discriminative deepfake detection — 98% accuracy, 0.997 ROC-AUC, on FFHQ + Stable Diffusion data PyTorch, VAEs, Scikit-learn
3D Human Mesh Reconstruction SMPL-X-based 3D human reconstruction & rendering pipeline from monocular video PyTorch, Trimesh, Pyrender, Gradio
AI Agent Microservice Platform Distributed orchestration runtime simulating 50+ concurrent AI agents with health checks & retry logic FastAPI, Docker, Redis

📊 GitHub Stats

Gayathri's GitHub stats Top Langs

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  1. multimodal-movie-genre-prediction multimodal-movie-genre-prediction Public

    Multimodal deep learning model predicting movie genres by fusing DistilBERT text embeddings with ResNet-18 visual features from posters. Includes live web demo.

    Jupyter Notebook 1

  2. 3D-human-mesh-rendering 3D-human-mesh-rendering Public

    3D human body mesh reconstruction from monocular video using SMPL-X motion parameters, with a CPU-optimized rendering pipeline and Gradio-based comparison UI. Live demo available.

    Jupyter Notebook 1

  3. Deepfake_Detection Deepfake_Detection Public

    Hybrid β-VAE + supervised classifier for deepfake face detection — combines generative latent-space modeling with discriminative learning. 98% accuracy, 0.997 ROC-AUC.

    Jupyter Notebook

  4. Role-Based_E-Commerce_Management_System Role-Based_E-Commerce_Management_System Public

    Java desktop application managing multi-role e-commerce workflows (Admin, Warehouse, Delivery, Fraud Analyst) with role-based dashboards, Swing UI, and MySQL backend.

    Java

  5. AI-Agent-Microservice-Platform AI-Agent-Microservice-Platform Public

    Containerized microservice runtime orchestrating 50+ concurrent autonomous AI agents with health monitoring, retry logic, and structured logging via FastAPI and Redis.

    Python 1

  6. Housing_code_violations Housing_code_violations Public

    Production computer vision pipeline converting GoPro dashcam footage into address-resolved housing code violation reports — GPMF telemetry processing, SSIM keyframe extraction, and Gemini Vision VL…

    Python