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Learn to fine-tune transformer models using TensorFlow in this 23-minute tutorial that covers essential techniques for natural language processing tasks. Explore the Hugging Face Datasets library for TensorFlow workflows, master preprocessing techniques for sentence pairs, and get introduced to Keras fundamentals. Discover how to fine-tune pre-trained models with TensorFlow, implement effective learning rate scheduling strategies, and generate predictions while evaluating model performance with appropriate metrics. Gain hands-on experience with the TensorFlow ecosystem while working with Hugging Face's transformer models and datasets.
Syllabus
Hugging Face Datasets overview (Tensorflow)
Preprocessing sentence pairs (TensorFlow)
Keras introduction
Fine-tuning with TensorFlow
Learning rate scheduling with TensorFlow
TensorFlow Predictions and metrics
Taught by
Hugging Face