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rgkannan676/README.md

👋 Hey there! I'm a Senior AI Research Engineer 🚀 With 10+ years of experience in Artificial Intelligence and Software Development, I specialize in Deep Learning, Computer Vision, and AI model deployment. My expertise is building and optimizing AI solutions that drive real-world impact across diverse industries.

🔥 What I Do:
AI Model Training & Deployment: Expert in PyTorch, OpenCV, CUDA, TensorRT
Computer Vision: Classification, Object Detection, Segmentation, Shape Analysis, Edge Detection, Object Tracking
LLMs & NLP: Streamlit-based QA chatbots, RAG pipelines, Hugging Face models (BERT, BART)
AI Pipelines: Data augmentation, training, testing, evaluation using DVC, COCO, YOLO, BIPED
Scalable AI Solutions: Translating Python models (PyTorch) into C++ for high-performance inference
Software Engineering: Architecting modular, scalable AI applications (Python, C++)

💡 AI Projects & Innovations:
✅ Traffic Insights & Vision-Guided Automation 🚦
✅ Defect Detection for Manufacturing & Airport Ops 🏭
✅ Facade Defect Detection & Quality Assurance 🏗
✅ Sales CRM AI Chatbots & Automation 🤖
✅ Model Accuracy Analysis Framework (detecting FN/FP/TP for targeted performance enhancements) 📊

🎯 Leadership & Impact:
👨‍💻 Managing & leading AI teams for Agile AI projects
⚡ Developed a tool that reduced data prep time
🚀 Built AI-powered solutions that optimize workflows across industries

📌 Always exploring cutting-edge AI research and building real-world AI applications. Let’s connect and innovate together!

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  1. Track-COCO-Objects Track-COCO-Objects Public

    Track objects in COCO dataset.

    Python

  2. Recognition-and-Classification-of-Facial-Attributes Recognition-and-Classification-of-Facial-Attributes Public

    Created a classifier that can identify and classify 41 types of facial attributes, using an ImageNet pre-trained ResNext50 model provided by PyTorch and CelebA dataset. Multiple data augmentation t…

    Python 10

  3. Image-Super-Resolution Image-Super-Resolution Public

    Created a model that can increase the resolution of images by 4 times, using an SRResNet model provided by BasicSR framework and DIV2K data set. Multiple data augmentation techniques were used alon…

    Python

  4. Histogram-Equalization Histogram-Equalization Public

    Histogram equalization based image processing to improve the contrast of the image

    Python 4

  5. Design-and-Train-Neural-Network-from-Scratch Design-and-Train-Neural-Network-from-Scratch Public

    Explore the Math behind it by designing a neural network, derive the parameter gradients with respect to loss function and update the parameter weights and update the weight parameters using the gr…

    Python

  6. Financial_Q-A_Chatbot Financial_Q-A_Chatbot Public

    Q&A Chatbot capable of answering questions related to the financial reports of large public companies. This chatbot can be directly hosted in Heroku platform. The RAG (Retrieval-Augmented Generatio…

    Python 1