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Training Highly Scalable Deep Recommender Systems on Databricks (Part 1)

September 4, 2024 by Rithwik Ediga Lakhamsani, Asfandyar Qureshi, Karan Jariwala, Lin Yuan, Lu Wang (Mosaic AI), Saaketh Narayan and Ning Wang in Generative AI
Recommender systems (RecSys) have become an integral part of modern digital experiences, powering personalized content suggestions across various platforms. These sophisticated systems and...

LLM Training on Unity Catalog data with MosaicML Streaming Dataset

October 17, 2023 by Xiaohan Zhang, Maddie Dawson and Karan Jariwala in Mosaic Research
Introduction Large Language Models (LLMs) have given us a way to generate text, extract information, and identify patterns in industries from healthcare to...

MosaicML StreamingDataset: Fast, Accurate Streaming of Training Data from Cloud Storage

February 9, 2023 by James Knighton, Karan Jariwala, Davis Blalock and Erica Ji Yuen in Mosaic Research
Loading your training data becomes an escalating challenge as datasets grow bigger in size and the number of nodes scales. We built StreamingDataset...