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@DeepTrackAI

DeepTrackAI

Welcome to DeepTrackAI

DeepTrackAI is an open-source organization dedicated to advancing deep learning tools for microscopy and related fields. Our mission is to provide researchers and developers with robust, flexible, and user-friendly software solutions to facilitate quantitative digital microscopy.


Our Projects

A collection of Jupyter notebooks aimed at providing a comprehensive introduction to deep learning concepts and applications, with a focus on practical implementation.

An extension of PyTorch that enhances modularity and reusability in deep learning projects. deeplay addresses common challenges in PyTorch development by providing a system that allows for easy customization and optimization of neural network components.

A Python library designed for the simulation and analysis of microscopy images using deep learning techniques. It offers a comprehensive suite of tools for creating synthetic datasets and training neural networks for particle tracking and image analysis.


Getting Involved

We welcome contributions from the community! Whether you're interested in developing new features, fixing bugs, or improving documentation, your help is appreciated. Please refer to the contribution guidelines in each repository for more information.


Contact

For inquiries or further information, please open an issue in the relevant repository or contact the project maintainers directly.

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  1. DeepLearningCrashCourse DeepLearningCrashCourse Public

    "Deep Learning Crash Course" is a comprehensive and up-to-date guide that takes you from simple neural networks all the way to cutting-edge deep learning architectures-no advanced math and programm…

    Jupyter Notebook 10 9

  2. deeplay deeplay Public

    Deeplay is a deep learning library in Python that extends PyTorch with additional functionalities focused on modularity and reusability.

    Jupyter Notebook 6 9

  3. DeepTrack2 DeepTrack2 Public

    DeepTrack2 is a modular Python library for generating, manipulating, and analyzing image data pipelines for machine learning and experimental imaging.

    Jupyter Notebook 178 53

Repositories

Showing 10 of 15 repositories
  • DeepTrackAI/MAGIK_CellLinkingChallenge’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Jan 30, 2025
  • deeplay Public

    Deeplay is a deep learning library in Python that extends PyTorch with additional functionalities focused on modularity and reusability.

    DeepTrackAI/deeplay’s past year of commit activity
    Jupyter Notebook 6 9 6 4 Updated Jan 30, 2025
  • DeepLearningCrashCourse Public

    "Deep Learning Crash Course" is a comprehensive and up-to-date guide that takes you from simple neural networks all the way to cutting-edge deep learning architectures-no advanced math and programming required, just a basic knowledge of programming.

    DeepTrackAI/DeepLearningCrashCourse’s past year of commit activity
    Jupyter Notebook 10 9 0 0 Updated Jan 30, 2025
  • DeepTrack2 Public

    DeepTrack2 is a modular Python library for generating, manipulating, and analyzing image data pipelines for machine learning and experimental imaging.

    DeepTrackAI/DeepTrack2’s past year of commit activity
    Jupyter Notebook 178 MIT 53 19 0 Updated Jan 28, 2025
  • .github Public
    DeepTrackAI/.github’s past year of commit activity
    0 0 0 0 Updated Dec 27, 2024
  • MIRO Public
    DeepTrackAI/MIRO’s past year of commit activity
    Python 0 0 0 0 Updated Dec 18, 2024
  • DeepTrackAI/text2image_dataset’s past year of commit activity
    Jupyter Notebook 0 1 0 0 Updated Nov 8, 2024
  • biosr_dataset Public
    DeepTrackAI/biosr_dataset’s past year of commit activity
    0 0 0 0 Updated May 24, 2024
  • DeepTrackAI/FashionMNIST_dataset’s past year of commit activity
    0 MIT 0 0 0 Updated Jan 29, 2024
  • DeepTrackAI/cell_counting_dataset’s past year of commit activity
    0 0 0 0 Updated Jan 29, 2024

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