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sharoseali/README.md
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🧠 About Me

I'm a Senior AI Engineer with 8+ years of experience building production-grade AI systems that operate in the real world — not just in notebooks.

My work spans edge AI on NVIDIA Jetson, computer vision for industrial safety, LLM-powered document intelligence, and geospatial AI for smart cities. I've deployed systems that protect warehouse workers from forklift accidents, help governments process legal documents 10x faster, and enable heritage recognition at the Ministry of Culture level.

I own solutions end-to-end: from dataset design and model training to backend APIs, Docker deployments, and working prototypes. Published IEEE researcher. NVIDIA certified edge AI developer.


🚀 Featured Projects

ProjectWhat it doesStack
🏭 KEAS Forklift Safety AI360° edge AI system deployed on forklifts — reduced workplace accidents by 70% at Hayat Holdings. Real-time 5m zone detection with driver alerts and IHS officer portalYOLOv8 · DeepStream · Jetson AGX Xavier · TensorRT · MQTT
📄 N-GPT — Legal RAG PlatformLLM-powered platform that ingests complex government land-use PDFs and returns grounded answers — 10x faster document review for public sectorLLaMA · LangChain · FAISS · FastAPI
🛰️ SAM-GEOGeospatial segmentation framework for satellite urban datasets — 92.5% F1, structured GeoJSON output for GIS pipelinesSAM · PyTorch · GeoJSON · Python
🏛️ Heritage Recognition Platform97.8% accuracy visual recognition system for Ministry of Culture — metric learning + FAISS IVF/PQ, deployed in Android & iOS SDKsResNet-50 · FAISS · TensorFlow · Mobile SDK
🤖 ARVOS — Autonomous DroneClosed-loop drone surveillance with CNN detection, multi-target tracking, and real-time Pixhawk control signalsCNN · Pixhawk · SLAM · C++
📦 AI Shelf ComplianceRetail AI platform across 500+ outlets for Nestlé, P&G, Pepsi — increased sales by 25% via planogram verificationYOLOv5 · OpenCV · REST APIs · CRM

🛠️ Tech Stack

AI & Computer Vision

💻 Tech Stack:

PythonPowerShellBash ScriptWindows TerminalAWSAzureFirebaseAnacondanVIDIAFastAPIFlaskNPMNodeJSRabbitMQQtOpenCVStreamlitGunicornNginxApacheFirebasePostgresMySQLMongoDBRedisAdobeCanvaMatplotlibmlflowNumPyPandasPlotlyPyTorchTensorFlowscikit-learnScipyGitLab CIGitLabGitHubGitSeleniumCMakeJiraMosquittoPostmanTwilionVIDIATrelloUnity

LLMs & Generative AI

LangChainChatGPTClaude

Backend & Deployment

FastAPIDockerKubernetesGitLab CINginx

Cloud & Edge

AWSAzureGCP

Databases

PostgreSQLRedisMongoDB


📊 GitHub Stats



📜 Certifications

🟢 NVIDIA — Building Video AI Applications at the Edge on Jetson
🟢 NVIDIA — DeepStream for Video Analytics on Jetson Nano
🟢 NVIDIA — AI on Jetson Nano
🟢 NVIDIA / UNITAR — Disaster Risk Monitoring Using Satellite Imagery
🟢 DeepLearning.ai — Convolutional Neural Networks in TensorFlow
🟢 DeepLearning.ai — Multimodal RAG: Chat with Videos
🟢 DeepLearning.ai — Prompt Engineering for Developers


📰 Publication

📄 Improved YOLOv4 for Aerial Object Detection
IEEE Xplore — Signal Processing and Communications Applications Conference (SIU-2021)
YOLOv4 architecture modifications for small-object detection and multi-object tracking in wide-area UAV imagery.
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  1. modified-yolov4modified-yolov4Public

    This repo holds the trained models and results for our modified YOLOv4 architectre.

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  2. serengil/deepfaceserengil/deepfacePublic

    A Lightweight Face Recognition and Facial Attribute Analysis (Age, Gender, Emotion and Race) Library for Python

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  3. iwatake2222/play_with_tfliteiwatake2222/play_with_tflitePublic

    Sample projects for TensorFlow Lite in C++ with delegates such as GPU, EdgeTPU, XNNPACK, NNAPI

    C++ 381 79

  4. NVIDIA-AI-IOT/jetson-multicamera-pipelinesNVIDIA-AI-IOT/jetson-multicamera-pipelinesPublic

    Python 191 33

  5. ml6team/deepstream-pythonml6team/deepstream-pythonPublic

    NVIDIA Deepstream 6.1 Python boilerplate

    Python 147 38

  6. dnth/yolov5-deepsparse-blogpostdnth/yolov5-deepsparse-blogpostPublic

    By the end of this post, you will learn how to: Train a SOTA YOLOv5 model on your own data. Sparsify the model using SparseML quantization aware training, sparse transfer learning, and one-shot qua…

    Jupyter Notebook 56 12