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A curated list of development and deployment tools for Computer Vision projects

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A curated list of development and deployment tools for Computer Vision projects


Data serialization languages (JSON, YAML, XML)


Ways to save/load data to/from files (CSV, JSON, H5Py, Pickle, NumPy)


Python environment / package managers (pip, pipenv, pypoetry, conda)


Container management


IDE and extensions


Cloud computing service providers


NoSQL databases


SQL databases


In-memory database


Distributed streaming platform


API development tools


Deep learning frameworks


ML management and experimentation (MLflow, Airflow, Wandb, neptune.ai, DVC)


Data augmentation frameworks for computer vision (albumentations, imgaug, augmentor)


Important libraries for computer vision (NumPy, OpenCV, PIL, Matplotlib, scikit-learn, SciPy, Pandas)


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