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tekboart/README.md


               

Hi there, 👋

I'm an architect 🏗️ and ML/Computer Vision engineer 🧑‍💻 who is very interested in applying AI in the built environment/heritage, and thus creating value from diff types of data (e.g., images, point clouds, etc.).

  • 🔭 I’m currently working on:
    • "Detecting physical damage on cultural heritage buildings images using object detection and/or instance segmentation".
  • 🌱 I’m currently learning
    • "Graph Neural Networks (GNNs)" to process point-cloud data.
    • "Generative Adversial Networks (GANs)"
  • 👯 I’m looking to collaborate on:
    • Using CNNs on built environment/heritage image data.
    • Using GNNs on built environment/heritage pointcloud data.
  • 🧰 The technologies I use:

    • ML & DeepLearning:
      Python Tensorflow Keras PyTorch NumPy Pandas Sklearn Matplotlib seaborn

    • Computer Vision:
      OpenCV PIL

    • Graph ML:
      igraph NetworkX PyTorchGeometric TensorFlow GNN DGL

    • BigData:
      PySpark Hadoop

    • DataBase:
      MYSQL Postgresql

    • Web Development:
      JScript CSS3 HTML5

    • Deployment:
      Docker

    • OS:
      Linux Arch Linux Terminal

    • Misc:
      Bash Script Git Vim LaTeX Markdown

    • 2D/3D Softwares:
      Blender 3DsMax AutoCad Revit Rhinoceros grasshopper3d SketchUp PS Ai GIMP Inkscape

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  1. crack-binary-semantic-segmentaion crack-binary-semantic-segmentaion Public

    A Crack Binary Semantic Segmentation Project written purely in PyTorch. Although I have used a crack dataset, one can input any binary segmentation annotated data to this model (e.g., medical image…

    Jupyter Notebook 3

  2. CHB-image_classification_GradCam CHB-image_classification_GradCam Public

    Using four different CNN architectures in an endeavor to detect built heritage in need of preservation and approximately localize the existent damage therein using the GradCam technique.

    Jupyter Notebook 2

  3. SNA-pointcloud SNA-pointcloud Public

    Using Social Network Analysis (SNA) and community detection on point cloud data, in an endeavor to do part segmentation.

    Jupyter Notebook

  4. SNA-thesis SNA-thesis Public

    Used web scraping and social network analysis (SNA) to analyze research of arbitrary Iranian professor.

    Jupyter Notebook 1

  5. Bigdata-duplicate_record_recognition Bigdata-duplicate_record_recognition Public

    Finding duplicate records using Record Linkage Comparison and BigData through Apache Spark

    Jupyter Notebook

  6. ML-letter_recognition ML-letter_recognition Public

    Classification/Recognition and clustering of English letters using ML algorithms.

    Jupyter Notebook