Scikit-Learn (https://scikit-learn.org) 71.0% Torch/PyTorch (https://pytorch.org) 53.7% TensorFlow (https://www.tensorflow.org) 48.3% Keras (https://keras.io) 36.0% Opencv (https://opencv.org) 30.6% Hugging Face Transformers (https://huggingface.co/docs/transformers/index) 25.4% CUDA (https://developer.nvidia.com/cuda-zone) 21.0% Tidyverse (https://www.tidyverse.org) 15.0%

54% of ML or Data Science Specialists Utilize PyTorch

Which other frameworks and libraries have you done extensive development work in over the past year?*