Keras focuses on being modular, user-friendly, and extensible. This open-source neural network library is designed to provide fast experimentation with deep neural networks, and it can run on top of CNTK, TensorFlow, and Theano. Keras is an effective high-level neural network Application Programming Interface (API) written in Python. Here are some resources that help you expand your knowledge in this fascinating field: a deep learning tutorial, a spotlight on deep learning frameworks, and a discussion of deep learning algorithms. While traditional machine learning programs work with data analysis linearly, deep learning’s hierarchical function lets machines process data using a nonlinear approach. It learns without human supervision or intervention, pulling from unstructured and unlabeled data.ĭeep learning processes machine learning by using a hierarchical level of artificial neural networks, built like the human brain, with neuron nodes connecting in a web. Understanding the nuances of these concepts is essential for any discussion of Keras vs TensorFlow vs PyTorch.ĭeep learning imitates the human brain’s neural pathways in processing data, using it for decision-making, detecting objects, recognizing speech, and translating languages.

Deep learning and machine learning are part of the artificial intelligence family, though deep learning is also a subset of machine learning. It’s common to hear the terms “ deep learning,” “ machine learning,” and “ artificial intelligence” used interchangeably, and that leads to potential confusion. Have a look at the video below that will you help you have a better understanding of the differences between Keras vs Tensorflow vs Pytorch. Learn deep learning, AI applications, and unlock endless possibilities in the world of machine learning. Master TensorFlow with Simplilearn's Tensorflow courses. Like any new concept, some questions and details need ironing out before employing it in real-world applications.īut before we explore the PyTorch vs TensorFlow vs Keras differences, let’s take a moment to discuss and review deep learning.

Deep learning is a subset of Artificial Intelligence (AI), a field growing in popularity over the last several decades.

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