Boost TensorFlow Training Speed by 50% with These TPU Tricks

This guide walks you through training machine learning models on Google Cloud TPUs and TPU Pods using TensorFlow. You’ll learn how to initialize TPUs, apply manual device placement, use tf.distribute.TPUStrategy, and train models via both Keras high-level APIs and custom training loops. The tutorial also covers dataset preparation, performance optimization with tf.function, and distributed training techniques—helping you achieve faster training times and higher accuracy in large-scale deep learning tasks.