Setting Up a Deep Learning Environment on AWS

In the previous chapter, we explored the growing importance of cloud-based deep learning in addressing the challenges posed by the increasing volume of data and the complexity of AI applications. We introduced the deep learning pipeline that integrates powerful frameworks—PySpark, PyTorch, TensorFlow, and Apache Airflow—with Amazon Web Services (AWS) cloud solutions, specifically Amazon S3 and EC2. This pipeline provides a scalable and efficient approach to managing the demands of modern deep learning workflows.