Deep learning for coders with fastai and PyTorch : AI applications without a PhD

Includes index.

Part 1. Deep Learning Journey. Your Deep Learning Journey From Model to Production Data Ethics Part 2. Understanding fastai's Applications. Under the Hood: Training a Digit Classifier Image Classification Other Computer Vision Problems Training a State-of-the-Art Model Collaborative Filtering Deep Dive Tabular Modeling Deep Dive NLP Deep Dive: RNNs Data Munging with fastai's Mid-Level API Part 3. Foundations of Deep Learning. A Language Model from Scratch Convolutional Neural Networks ResNets Application Architectures Deep Dive The Training Process Part 4. Deep Learning from Scratch. A Neural Net from the Foundations CNN Interpretation with CAM A fastai Learner from Scratch Concluding Thoughts.