A new LLM-powered summarization

Microsoft Developer · Beginner ·🧠 Large Language Models ·2y ago

Key Takeaways

Use LLM-powered summarization for specific tasks

Full Transcript

welcome to the Azure AI video series in this video you will learn about the new large language model powered summarization in Azure AI language service Azure AI is the backbone of copilot and in every key Microsoft product today Azure AI brings a One-Stop shop for you to experti app building in there you have pre-trained models that fulfill your needs right away customization that allows you to find tune on top of pre-trained and generative models for your specific needs as well as large language models that power you to build what was previously impossible summarization is one such capability case a fine-tuned larg language model targeted for summarization use cases that you will see in a minute summarization in Azure AI is a fine-tuned large language model that offers a fast trustworthy and cost effective way to condense content we classify summarization into two main categories based on input General documents and conversations with all apis you have access to a fine-tuned pre promp engineered AI models including GPT and other large language models this frees customers from the complexities of model building no concern about prompt tuning maintenance and model upgrades these powerful models is just a simple API callway however if you wish to retrain the model using your own data we offer a userfriendly interactive customization process that anyone can use the summarization capability is now available in containers for both connected and disconnected in addition to our Cloud offering this offers you the flexibility that will you need to apply our service for your specific needs I will now walk through a quick demo of the new summarization capabilities I will be using the rest API if you wish to code in your preferred programming language you can download the SDK following our documentation first you need to provide your API endpoint and key Additionally you need to specify the API version in general we recommend using our GA version for your production today's session we will be focusing on the new capabilities which are in preview so I specify the AI version as 2023 11 15 preview now let's dive into document summarization first let us see what we can get with the default settings I've select a recent news article from Microsoft price release about Microsoft merging Activision Blizzard this summary condenses the entire article and summarize key information out of it besides the summary itself you can receive many useful response information in Json for format which will help you streamline your automation workflow in this new release we introduce a descriptive way for you to specify your desired summary length for abstractive summarization we offer three options short medium and long understanding that customers often have varying interests and preferences with in enabled query focused summarization this feature tailor summary generation to focus on a specific topic with the same input content by specifying a query like settlement date we get a different summary than the default one the summary is now focused on settlement date in this deal instructive summarization also Al support summarizing on a specific Focus extractive summarization will preserve the original awarding and directly extract the relevant sentences now let's see the new capabilities for our conversation summarization we introduce two new aspects meaning recap and followup tasks in addition to our existing capabilities like narrative chapter title issue and resolution the recap aspect condenses a lengthy meeting or conversation into a concise one paragraph summary to offer a quick overview and the followup tasks aspects summarize action items and tasks that emerge during a meeting I will demonstrate the two new aspects in two scenarios a call center solution and a long meeting recording this is a call center case about a customer issuing a return the recap summarization gives a quick short descriptive report about this customer case then let's move on to a long meeting which lets about three minutes and spends more than 4,000 words we generate a recap to quickly grasp the meeting's core content then divided in two chapters after that we will identify the call to actions established during the meeting and provide a detailed Narrative of the entire meeting allowing you to gain a deeper Insight without the need to listen the entire recording you can also try the same functions in language Studio without a need of writing any code to get started with summarization check it out in the language Studio at aka.ms summarization D TR out all visited our documentation at aka.ms summarization D dos and and finally to learn more about Azure AI language please visit aka.ms aure Das language

Original Description

Join Yanling Xiong, a product manager at Microsoft to learn how to use the next version of summarization powered by LLMs. These new fine-tuned LLMs are optimized for specific tasks such as meeting recap, task follow-up, in addition to existing aspects such as conversation summarization. 0:00 Introduction 0:13 Azure AI overview 1:00 Overview of new summarization 2:20 Demo 6:40 Resources Resources: Language Studio - https://aka.ms/language-video-series Azure AI Language - https://aka.ms/azure-language
Watch on YouTube ↗ (saves to browser)
Sign in to unlock AI tutor explanation · ⚡30

Playlist

Uploads from Microsoft Developer · Microsoft Developer · 0 of 60

← Previous Next →
1 Prepare for the DP-300 exam & the Azure Database Administrator Associate cert | Data Exposed
Prepare for the DP-300 exam & the Azure Database Administrator Associate cert | Data Exposed
Microsoft Developer
2 What I Wish I Knew ... about landing a job in tech
What I Wish I Knew ... about landing a job in tech
Microsoft Developer
3 Igniting Developer Innovation with Vector Search
Igniting Developer Innovation with Vector Search
Microsoft Developer
4 Combining the power of vector search with Azure OpenAI then revolutionize image search with vectors!
Combining the power of vector search with Azure OpenAI then revolutionize image search with vectors!
Microsoft Developer
5 What I Wish I Knew ... about finding your place in tech
What I Wish I Knew ... about finding your place in tech
Microsoft Developer
6 Fluent UI React Insights: Accessible by default
Fluent UI React Insights: Accessible by default
Microsoft Developer
7 Signing Container Images with Notary Project
Signing Container Images with Notary Project
Microsoft Developer
8 What I Wish I Knew ... about finding your place in tech
What I Wish I Knew ... about finding your place in tech
Microsoft Developer
9 What programming languages does GitHub Copilot support?
What programming languages does GitHub Copilot support?
Microsoft Developer
10 What I Wish I Knew ... about how much your job can change
What I Wish I Knew ... about how much your job can change
Microsoft Developer
11 What I Wish I Knew ... about how much your job can change
What I Wish I Knew ... about how much your job can change
Microsoft Developer
12 How do I become more confident about AI?
How do I become more confident about AI?
Microsoft Developer
13 How do I become more confident about AI?
How do I become more confident about AI?
Microsoft Developer
14 Performance Demos of SQL’s Intelligent Query Processing Feedback capabilities | Data Exposed
Performance Demos of SQL’s Intelligent Query Processing Feedback capabilities | Data Exposed
Microsoft Developer
15 What I Wish I Knew ... about coming to Microsoft
What I Wish I Knew ... about coming to Microsoft
Microsoft Developer
16 What I Wish I Knew ... about coming to Microsoft
What I Wish I Knew ... about coming to Microsoft
Microsoft Developer
17 Revolutionizing Image Search with Vectors
Revolutionizing Image Search with Vectors
Microsoft Developer
18 Igniting developer innovation with Vector search and Azure OpenAI
Igniting developer innovation with Vector search and Azure OpenAI
Microsoft Developer
19 Getting Started with Azure AI Studio's Prompt Flow - Part 2
Getting Started with Azure AI Studio's Prompt Flow - Part 2
Microsoft Developer
20 What I Wish I Knew ... about finding my career path
What I Wish I Knew ... about finding my career path
Microsoft Developer
21 What I Wish I Knew ... about finding my career path
What I Wish I Knew ... about finding my career path
Microsoft Developer
22 Windows Terminal's journey to Open Source
Windows Terminal's journey to Open Source
Microsoft Developer
23 Can I trust the code that GitHub Copilot generates?
Can I trust the code that GitHub Copilot generates?
Microsoft Developer
24 What I Wish I Knew ... about interviewing
What I Wish I Knew ... about interviewing
Microsoft Developer
25 What I Wish I Knew ... about interviewing
What I Wish I Knew ... about interviewing
Microsoft Developer
26 What is the Microsoft TechSpark Program?
What is the Microsoft TechSpark Program?
Microsoft Developer
27 SQL Server 2022: Accelerate query performance while reducing query compile time - w/ no code changes
SQL Server 2022: Accelerate query performance while reducing query compile time - w/ no code changes
Microsoft Developer
28 What I Wish I Knew ... about discovering computer science
What I Wish I Knew ... about discovering computer science
Microsoft Developer
29 What I Wish I Knew ... about discovering computer science
What I Wish I Knew ... about discovering computer science
Microsoft Developer
30 Call center transcription and analysis using Azure AI
Call center transcription and analysis using Azure AI
Microsoft Developer
31 How to use Text Analytics for health in Azure AI Language
How to use Text Analytics for health in Azure AI Language
Microsoft Developer
32 Azure OpenAI-powered summarization in Azure AI Language
Azure OpenAI-powered summarization in Azure AI Language
Microsoft Developer
33 Accelerate data labeling using Azure OpenAI and Azure AI Language
Accelerate data labeling using Azure OpenAI and Azure AI Language
Microsoft Developer
34 Building a Private ChatGPT with Azure OpenAI
Building a Private ChatGPT with Azure OpenAI
Microsoft Developer
35 What I Wish I Knew ... about how to interview
What I Wish I Knew ... about how to interview
Microsoft Developer
36 What I Wish I Knew ... about how to interview
What I Wish I Knew ... about how to interview
Microsoft Developer
37 Getting Started with Azure AI Studio's Prompt Flow - Part 3
Getting Started with Azure AI Studio's Prompt Flow - Part 3
Microsoft Developer
38 Intelligent Apps with Azure Kubernetes Service (AKS)
Intelligent Apps with Azure Kubernetes Service (AKS)
Microsoft Developer
39 Getting Started with Azure Blob Storage | Data Exposed: MVP Edition
Getting Started with Azure Blob Storage | Data Exposed: MVP Edition
Microsoft Developer
40 Chat + Your Data + Plugins
Chat + Your Data + Plugins
Microsoft Developer
41 What I Wish I Knew ... about different career paths
What I Wish I Knew ... about different career paths
Microsoft Developer
42 What I Wish I Knew ... about different career paths
What I Wish I Knew ... about different career paths
Microsoft Developer
43 Advanced Dev Tunnels Features | OD122
Advanced Dev Tunnels Features | OD122
Microsoft Developer
44 Learn Live - Manage performance and availability in Azure Cosmos DB for PostgreSQL
Learn Live - Manage performance and availability in Azure Cosmos DB for PostgreSQL
Microsoft Developer
45 Plan your SQL Migration to Azure with confidence | Data Exposed
Plan your SQL Migration to Azure with confidence | Data Exposed
Microsoft Developer
46 What I Wish I Knew ... about social skills in a tech career
What I Wish I Knew ... about social skills in a tech career
Microsoft Developer
47 What I Wish I Knew ... about social skills in a tech career
What I Wish I Knew ... about social skills in a tech career
Microsoft Developer
48 All About Vectors, Search, and Function Calling in Azure OpenAI - Labor Day Special
All About Vectors, Search, and Function Calling in Azure OpenAI - Labor Day Special
Microsoft Developer
49 Introduction to project ORAS
Introduction to project ORAS
Microsoft Developer
50 What I Wish I Knew ... about finding the right major
What I Wish I Knew ... about finding the right major
Microsoft Developer
51 What I Wish I Knew ... about finding the right major
What I Wish I Knew ... about finding the right major
Microsoft Developer
52 What I Wish I Knew ... about how to approach programming
What I Wish I Knew ... about how to approach programming
Microsoft Developer
53 What I Wish I Knew ... about how to approach programming
What I Wish I Knew ... about how to approach programming
Microsoft Developer
54 Learn Live - Scale from a single node to multiple nodes with Azure Cosmos DB for PostgreSQL
Learn Live - Scale from a single node to multiple nodes with Azure Cosmos DB for PostgreSQL
Microsoft Developer
55 What I Wish I Knew ... about diversity in tech #1
What I Wish I Knew ... about diversity in tech #1
Microsoft Developer
56 What I Wish I Knew ... about diversity in tech #1
What I Wish I Knew ... about diversity in tech #1
Microsoft Developer
57 Get started with SQL Server AGs across Windows, Linux and Container Replicas | Data Exposed
Get started with SQL Server AGs across Windows, Linux and Container Replicas | Data Exposed
Microsoft Developer
58 Writing LLM Apps with Azure AI and PromptFlow
Writing LLM Apps with Azure AI and PromptFlow
Microsoft Developer
59 What I Wish I Knew ... about how cool working in tech could be
What I Wish I Knew ... about how cool working in tech could be
Microsoft Developer
60 Open Source foundation models in Azure Machine Learning & optimization techniques behind the scenes
Open Source foundation models in Azure Machine Learning & optimization techniques behind the scenes
Microsoft Developer

Related Reads

📰
Top AI Papers on Hugging Face - 2026-07-15
Explore the top AI papers on Hugging Face, focusing on agent longevity, robotics, and efficient model training methods
Dev.to AI
📰
Integrating Open-Weight LLMs as Drop-In API Replacements: A Practical Guide
Learn to integrate open-weight LLMs as drop-in API replacements for a vendor-locked-in free solution
Dev.to AI
📰
How I Built a Multi-Page AI Website Generator for Nigerian SMBs — Architecture, LLM Prompting, and Lessons Learned
Learn how to build a multi-page AI website generator for small businesses using LLM prompting and key architectural decisions
Dev.to · Innocent Oyebode
📰
The Token Tax: Why You Are Paying for How AI “Thinks,” Not What It Writes
Understand the token tax and its impact on AI budgeting to optimize LLM API integration and reduce costs
Medium · AI

Chapters (5)

Introduction
0:13 Azure AI overview
1:00 Overview of new summarization
2:20 Demo
6:40 Resources
Up next
5 Levels of AI Agents - From Simple LLM Calls to Multi-Agent Systems
Dave Ebbelaar (LLM Eng)
Watch →