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"Snorkel AI provides a revolutionary capability that can significantly reduce the effort required to develop mission-ready machine learning models by addressing this critical data problem."
"The biggest challenge we have—which is true of any AI/ML project, but is especially so in clinical contexts—is how do we label [training] data? Our labelers are physicians and researchers, their time is very expensive.”
Alegion is a technology company that integrates human and machine intelligence to deliver high-accuracy data labeling for machine learning model training, validation, and exception handling. The Alegion platform delivers data solutions spanning the model development lifecycle to help Fortune 500 companies across retail, finance, technology, automotive, defense, agriculture, and healthcare industries accelerate their AI and ML initiatives and increase model confidence. Alegion has the most powerful and flexible annotation platform for training data in the market.
Neptune.ai is an experiment tracking hub bringing organization and collaboration to data science projects. Neptune records your entire experimentation process - exploratory notebooks, model training runs, code, hyperparameters, metrics, data versions, results, exploration visualizations, and more. Everything is stored and backed-up in an organized knowledge repository, ready to be accessed, analyzed, shared, and discussed with your team. No matter what type of problems you are working on, Neptune fits them all, from evaluating credit risk to finding the nuclei in divergent images.
Toloka is a crowdsourcing data labeling platform used by hi-tech businesses to quickly label large amounts of data. Designed by engineers for engineers, Toloka accelerates data labeling processes by integrating an on-demand workforce and ensuring full control of quality with intelligent tools and research-based crowd science methodologies. With millions of crowd performers available across every time zone and operations in over 100 countries, Toloka is one of the largest crowdsourcing platforms and partners with major technology companies globally.
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