Recent Blog ArticlesMost RecentMost LikesTraining and Inference of LLMs with PyTorch Fully Sharded Data Parallel and Better Transformer In this blog we show how to perform efficient and optimized distributed training and inference of large language models using PyTorch’s Fully Sharded Data Parallel and Better Transformer implementati...Optimized Training and Inference of Hugging Face Models on Azure Databricks – Part 1 In this two-part blog series, we explore how to perform optimized training and inference of large language models from Hugging Face, at scale, on Azure Databricks. Optimized Training and Inference of Hugging Face Models on Azure Databricks – Part 2 In this two-part blog series, we explore how to perform optimized training and inference of large language models from Hugging Face, at scale, on Azure Databricks. Data Analytics and Data Virtualization with Azure Databricks and Microsoft SQL Server We present the main components of a Data Lakehouse architecture implemented on Azure Databricks, and show how a data virtualization layer with Polybase on Microsoft SQL Server can bring more agility ...A Solution Template for Soft Sensor Modeling on Azure - Part 2 In this two-part blog series we explore a solution template for creating models for soft sensors, taking advantage of the scalability and automation provided by the Microsoft Azure platform. A Solution Template for Soft Sensor Modeling on Azure - Part 1 In this two-part blog series we explore a solution template for creating models for soft sensors, taking advantage of the scalability and automation provided by the Microsoft Azure platform. Deep Learning with BERT on Azure ML for Text Classification In this post, we dive deep into the details of developing a machine learning model on Azure ML using advanced deep learning techniques for NLP (Natural Language Processing). We explore the usage of p...Automated Service Ticket Routing with Deep Learning on Azure In this two-part blog series, we explore a robust end-to-end architecture powered by modern deep learning techniques and built on Microsoft Azure to implement an automated service ticket routing solu...Re: Automated Service Ticket Routing with Deep Learning on Azure Part 2 will be published hopefully by the end of this month.
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