{"repo":"snorkel-team/snorkel","free":true,"listed":false,"github":"https://github.com/snorkel-team/snorkel","clone":"git clone https://github.com/snorkel-team/snorkel.git","description":"A system for quickly generating training data with weak supervision","language":"Python","stars":5998,"topics":["machine-learning","ai","weak-supervision","labeling","data-science","python","snorkel","training-data","data-augmentation","data-slicing"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"Programmatically Build and Manage Training Data Announcement The Snorkel team is now focusing their efforts on Snorkel Flow, an end-to-end AI application development platform based on the core ideas behind Snorkel—you can check it out here or join us in building it! The Snorkel project started at Stanford in 2015 with a simple technical bet: that it would increasingly be the training data , not the models, algorithms, or infrastructure, that decided whether a machine learning project succeeded or failed. Given this premise, we set out to explore the radical idea that you could bring mathematical and systems structure to the messy and often entirely manual process of training data creation and management, starting by empowering users to programmatically label, build, and manage training data. To say that the Snorkel project succeeded and expanded beyond what we had ever expected would be an understatement. The basic goals of a research repo like Snorkel are to provide a minimum viable framework for testing and validating hypotheses. Four years later, we’ve been fortunate to do not just this, but to develop and deploy early versions of Snorkel in partnership with some of the world’s leading organizations like Google, Intel, Stanford Medicine30019-2), and many more; author over sixty peer-reviewed publications on our findings around Snorkel and related innovations in weak supervision modeling, data augmentation, multi-task learning, and more; be included in courses at top-tier u","default_branch":null,"files":null,"tree":[],"storefront":"/r/snorkel-team","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/snorkel-team/snorkel/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."}