TensorWatch provides real-time visualizations and monitoring for data science and deep learning model training in Jupyter notebooks. It supports lazy logging mode for querying live training processes and offers extensible custom visualizations and dashboards. The tool works with PyTorch and TensorFlow and is designed specifically for debugging machine learning training workflows.