The Insights & Analytics team in Novartis works on 20+ brands catering to 50+ disease areas, using the latest techniques in data science. Our Insights & Analytics specialists are on a data and digital transformation journey, leveraging analytics to generate actionable insights for Novartis medicines impacting the lives of 10% of the world’s population. The team is poised to enable easier, faster, and reliable decisions for Novartis divisions across the globe.
The team works like a start-up, is agile and adopts an innovation-driven culture, experimenting with new technologies in building data and digital solutions to serve patients. The team is looking for data scientists and data engineers to be a part of a fast-growing group of inspired, curious Novartis associates who apply their digital expertise in creative ways.
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LightGBM is a gradient boosting framework that uses tree based learning algorithms. It is designed to be distributed and efficient with the following advantages:
Faster training speed and higher efficiency.
Lower memory usage.
Better accuracy.
Support of parallel and GPU learning.
Capable of handling large-scale data.