https://www.chinesepowered.com/categories/machine-learning/Recent content in Machine Learning on Chinese Powered LabsHugoen-usSun, 22 Dec 2024 20:00:03 +0000https://www.chinesepowered.com/tutorials/understanding-keras-and-tensorflow/Sun, 22 Dec 2024 20:00:03 +0000https://www.chinesepowered.com/tutorials/understanding-keras-and-tensorflow/<p>When diving into deep learning, understanding the relationship between Keras and TensorFlow is crucial for making informed decisions about your development approach. This comprehensive guide explores these frameworks in depth, starting with their fundamental concepts and building up to advanced usage patterns that will help you become a more effective deep learning practitioner.</p> <h2 id="the-evolution-of-keras-and-tensorflow"> The Evolution of Keras and TensorFlow <a class="anchor" href="#the-evolution-of-keras-and-tensorflow">#</a> </h2> <p>To understand the current landscape, we should first look at how these frameworks evolved. TensorFlow was initially released by Google in 2015 as a powerful but relatively low-level framework for building machine learning models. At its core, TensorFlow provided the computational graph abstraction and automatic differentiation capabilities necessary for training neural networks, but it required significant boilerplate code for common operations.</p>