๐ง TensorFlow Flashcards
๐ก What is TensorFlow?
An open-source end-to-end machine learning platform developed by Google for building and deploying ML models.
๐งฑ What is a Tensor?
A multi-dimensional array used as the basic data structure in TensorFlow.
๐ฆ What is tf.data API?
A high-performance input pipeline for data loading and transformation in TensorFlow workflows.
๐ฏ What is Keras?
Keras is a high-level API built on top of TensorFlow that simplifies the process of building neural networks.
โ๏ธ What are layers in Keras?
Layers are the building blocks of neural networks used to transform input data in specific ways.
๐งช What is Model.compile()?
This method configures the model with loss function, optimizer, and evaluation metrics before training.
๐ What is Model.fit()?
Used to train the model for a fixed number of epochs using training data.
๐ What is an Epoch?
One complete pass through the entire training dataset during the training process.
๐ Can TensorFlow be used for production?
Yes! TensorFlow supports scalable production deployment using TensorFlow Serving, TF Lite, and TF.js.
๐งฉ Is TensorFlow open-source?
Yes, TensorFlow is open-source under the Apache 2.0 license and has a large contributing community.