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AI - Customer Engineering Team Blog
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5,040

Training and Inference of LLMs with PyTorch Fully Sharded Data Parallel and Better Transformer

vilcek on Jun 14 2023 12:27 PM
In this blog we show how to perform efficient and optimized distributed training and inference of large language models ...
2,928

Azure Databricks Deployment on AMD Based Azure Confidential VMs

Lindsey Allen (ZHU) on May 23 2023 08:00 AM
Announcing the preview of AMD based Confidential VMs on Azure Databricks. Read the Databricks announcement blog. Lindsey...
5,054

Tracking Financial Crime with Azure Confidential Computing and Sarus Smart Privacy Solution

wopauli on Jan 09 2023 03:31 PM
Combining Azure confidential computing capabilities with Sarus unlocks new possibilities to combine sensitive data from ...
4,863

Extremely Fast Training of Extremely Small Text Classification Models with Azure SQL

wopauli on Oct 05 2022 01:38 PM
In this blog post, we describe an approach that offers massive time and cost savings during the training of text classif...
6,205

Optimized Training and Inference of Hugging Face Models on Azure Databricks – Part 2

vilcek on Sep 19 2022 11:59 AM
In this two-part blog series, we explore how to perform optimized training and inference of large language models from H...
6,986

Optimized Training and Inference of Hugging Face Models on Azure Databricks – Part 1

vilcek on Sep 19 2022 11:49 AM
In this two-part blog series, we explore how to perform optimized training and inference of large language models from H...
9,222

Pre-train and Fine-tune Language Model with Hugging Face and Gaudi HPU.

congmu on Aug 11 2022 12:38 PM
Overview of pre-training and fine-tuning with Hugging Face. In this blog, we provide a general guideline of pre-training...
6,032

Fine-tuning a transformer model for question natural language inference (QNLI) with Azure SQL

wopauli on Jul 26 2022 05:03 PM
We demonstrate how to fine-tune a transformer model for text classification, accessing the dataset directly in Azure SQL...
6,773

Speech Recognition for Singlish

miprasad on Jul 23 2022 07:02 PM
Mithun Prasad, PhD, Senior Data Scientist at Microsoft Manprit Singh, Data & AI Strategist at Microsoft Speech is an ess...
6,944

Accelerating Azure Databricks Runtime for Machine Learning

Mario Inchiosa on Jun 18 2022 06:04 PM
Data Scientists love working in the Azure Databricks environment when developing their machine learning and artificial i...
11.8K

Data Analytics and Data Virtualization with Azure Databricks and Microsoft SQL Server

vilcek on Jun 14 2022 11:39 AM
We present the main components of a Data Lakehouse architecture implemented on Azure Databricks, and show how a data vir...
6,446

Active Learning at scale, with Azure SQL and Azure ML

wopauli on Jun 03 2022 10:06 AM
How to use active learning to unlock a treasure chest of unstructured data.
6,576

A Solution Template for Soft Sensor Modeling on Azure - Part 2

vilcek on May 06 2022 01:06 PM
In this two-part blog series we explore a solution template for creating models for soft sensors, taking advantage of th...
5,328

Fill the Gap: EDDI for Multivariate Time Series Missing Value Imputation

matavako on Apr 27 2022 05:30 PM
This blog provides some guidance on using a recent deep generative model developed by Microsoft researchers at Cambridge...
6,114

A Solution Template for Soft Sensor Modeling on Azure - Part 1

vilcek on Mar 29 2022 09:13 AM
In this two-part blog series we explore a solution template for creating models for soft sensors, taking advantage of th...
6,069

The True Meaning of Alignment: Decision Modeling in Data Science

johnmarkagosta on Mar 15 2022 06:20 PM
“The Alignment Problem” in data science arises when predictive, value and decision models aren't integrated.
7,894

Securely deploy Feature Store on Azure

richinjain on Nov 10 2021 12:02 PM
This article walks through the steps to securely deploy Feast in your Azure subscription through Virtual networks (VNet)...
26.2K

Bringing Feature Store to Azure - from Microsoft Azure, Redis, and Feast Community

azuredatateam on Nov 02 2021 05:31 PM
Bringing Feature Store to Azure - from Microsoft Azure, Redis, and Feast Community
6,979

Using AI to know which question to ask, and when to ask it

Mario Inchiosa on Oct 19 2021 04:27 PM
Solving the "Next Best Question" problem
5,705

Building a digital guide dog for railway passengers with impaired vision

wopauli on Sep 14 2021 08:46 AM
Catching your train on time can be challenging under the best of circumstances. Trains typically only stop for a few min...
8,487

Simply, Just Python in the Cloud

johnmarkagosta on Jul 28 2021 12:25 PM
Data scientist to Data Scientist: So you just want to run python at scale? This tutorial reveals a painless way to run y...
9,566

Not Enough Data? GPT-3 to the rescue

miprasad on Jul 08 2021 09:31 AM
“I don’t have enough relevant data for my project”! Nearly every data scientist has uttered this sentence at least once....
7,994

Reducing the distance to your Azure ML remote compute jobs

wopauli on Apr 05 2021 10:46 AM
Under (hopefully) rare circumstances, after developing a training script and thorough local testing, it can still happen...
8,747

ML Inference on Edge devices with ONNX Runtime using Azure DevOps+MLOps

wopauli on Oct 01 2020 04:17 PM
We introduce a reference architecture on combining Azure ML and DevOps+MLOps to support continuous integration and conti...
5,726

Building Image Classifiers made easy with Azure Custom Vision

jayamathew on Aug 12 2020 10:28 AM
In our previous blog, we outlined that Supervised machine learning (ML) models need labeled data, but majority of the da...
9,117

Simple and easy distributed deep learning with Fast.AI on Azure ML

Nash_Lian on Jun 02 2020 02:45 PM
In this blog, we show a simple and easy example of running distributed deep learning by using the Fast.AI library on Azu...
13.1K

Deploying Ray on Azure for Scalable Distributed Reinforcement Learning

scgraham on Apr 22 2020 08:24 AM
Simplify deployment of scalable Ray clusters on Azure for fast, parallelized reinforcement learning and other distribute...
17.6K

Text Annotation made easy with Doccano

jayamathew on Mar 26 2020 06:17 AM
Supervised machine learning (ML) models need labeled data, but majority of the data collected in the raw format lacks la...
5,710

Search as a conversation using LUIS

miprasad on Mar 23 2020 05:05 PM
LUIS is very popular for building conversational interfaces. In this article, we discuss how you can use LUIS for search...

Latest Comments

AMateos91
in Training and Inference of LLMs with PyTorch Fully Sharded Data Parallel and Better Transformer on Sep 06 2023 08:45 AM
So useful. Thanks for sharing. Just one simple question. May the same process be implemented by using Tensorflow instead of PyTorch? Thanks and best!
0 Likes
Debjyoti_chrips
in Introducing Azure Anomaly Detector API on Aug 05 2023 03:27 AM
Excellent content @Tony_Xing . Please keep sharing such valuable insights!!!
0 Likes
Debjyoti_blogs
in Introducing Azure Anomaly Detector API on Aug 05 2023 03:12 AM
Thanks @Tony_Xing for such an insightful tech blog on this AI workload. Really appreciate your efforts.
0 Likes
Stilldrey-MVP
in Create your own customized translation service with Microsoft Custom Translator on Apr 07 2023 05:37 AM
Would be great to have custom dictionary for Microsoft Teams and PowerPoint captions. Worked with a company who brand name is blocked by default (not very inclusive if company name is blocked from captions!!!)
0 Likes
hlehmann17
in The True Meaning of Alignment: Decision Modeling in Data Science on Mar 27 2023 06:55 PM
I think the value model *is* the loss function inside the learning algorithm. ROC's generally ignore tradeoffs between false positives and false negatives, so we need different ways of evaluating these models.
0 Likes