{"repo":"microsoft/tensorwatch","free":true,"listed":false,"github":"https://github.com/microsoft/tensorwatch","clone":"git clone https://github.com/microsoft/tensorwatch.git","description":"Debugging, monitoring and visualization for Python Machine Learning and Data Science","language":"Jupyter Notebook","stars":3471,"topics":["ai","deep-learning","deeplearning","machine-learning","machinelearning","reinforcement-learning","debugging","debugging-tool","debug","monitoring"],"license":"MIT","category":"machine-learning","readme_excerpt":"Welcome to TensorWatch TensorWatch is a debugging and visualization tool designed for data science, deep learning and reinforcement learning from Microsoft Research. It works in Jupyter Notebook to show real-time visualizations of your machine learning training and perform several other key analysis tasks for your models and data. TensorWatch is designed to be flexible and extensible so you can also build your own custom visualizations, UIs, and dashboards. Besides traditional \"what-you-see-is-what-you-log\" approach, it also has a unique capability to execute arbitrary queries against your live ML training process, return a stream as a result of the query and view this stream using your choice of a visualizer (we call this Lazy Logging Mode). TensorWatch is under heavy development with a goal of providing a platform for debugging machine learning in one easy to use, extensible, and hackable package. How to Get It TensorWatch supports Python 3.x and is tested with PyTorch 0.4-1.x. Most features should also work with TensorFlow eager tensors. TensorWatch uses graphviz to create network diagrams and depending on your platform sometime you might need to manually install it. Security Notice ⚠ Important: TensorWatch is a development and debugging tool. It is not designed for production, multi-tenant, or adversarial environments. TensorWatch has several features that, by design, can execute arbitrary code. Users must understand these risks before deploying it. #### 1. Lazy Logging —","default_branch":null,"files":null,"tree":[],"storefront":"/r/microsoft","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/microsoft/tensorwatch/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}