Automating Deep Learning: A Gentle Introduction to AutoKeras and Keras Tuner

AutoKeras and Keras Tuner automate deep learning model design and hyperparameter optimization. AutoKeras uses Neural Architecture Search for end-to-end model creation, while Keras Tuner optimizes hyperparameters for user-defined architectures. Both tools reduce experimentation time and improve model performance. In practice, a telecom company combined AutoKeras for initial training and Keras Tuner for fine-tuning to predict customer churn efficiently. These tools enable data scientists to focus on data understanding and result interpretation.