TensorFlow

TensorFlow is an end-to-end open-source machine learning platform with extensive production deployment tooling, Keras integrations, and mobile/embedded optimization via TensorFlow Lite.

When to Use

• Enterprise Production Machine Learning: End-to-end model deployment with TensorFlow Serving and TFX.
• Mobile & Embedded Edge Inference: Compiling models to microcontrollers and mobile apps using TensorFlow Lite (TFLite).
• High-Performance Data Pipelines with tf.data: Prefetching, interleaving, and streaming terabyte-scale datasets.
• Distributed Training Across GPU/TPU Pods: Scaling multi-worker distributed training with tf.distribute.MirroredStrategy.

Quick Start

import tensorflow as tf