Large Language Models, Data & APIs - Integrating Generative AI Powe...

Ad

Ad

Ad

Ad

Ad

Ad

Ad

Ad

Ad

Ad

Ad

Ad

Large Language Models, Data & APIs
Integrating Generative AI Power
into your solutions - with Python & .NET
Christian Weye...

§ Technology catalyst
§ AI-powered solutions
§ Pragmatic end-to-end architectures
§ Microsoft Regional Director
§ Microsof...

Large Language Models, Data & APIs
Integrating Generative AI Power into your solutions - with Python & .NET
Our journey
3
...

Large Language Models, Data & APIs
Integrating Generative AI Power into your solutions - with Python & .NET
AI all-the-thi...

Large Language Models, Data & APIs
Integrating Generative AI Power into your solutions - with Python & .NET
AI all-the-thi...

§ LLMs generate text based on input
§ LLMs can understand text – this changes a lot
§ Prompts are the universal interface ...

§ LLMs are programs
§ LLMs are highly specialized neural networks
§ LLMs use(d) lots of data
§ LLMs need a lot of resource...

Large Language Models, Data & APIs
Integrating Generative AI Power into your solutions - with Python & .NET
Integrating LL...

§ LLMs are always part of end-to-end architectures
§ HTTP/Web/REST APIs
§ Databases
§ Client apps (Web, desktop, mobile)
§...

Large Language Models, Data & APIs
Integrating Generative AI Power into your solutions - with Python & .NET
Using LLMs: It...

GPT-4 API access via OpenAI Playground
Large Language Models, Data & APIs
Integrating Generative AI Power into your soluti...

Large Language Models, Data & APIs
Integrating Generative AI Power into your solutions - with Python & .NET
The best tool ...

§ OSS framework for developing applications powered by LLMs
§ > 1000 contributors
§ Python and Typescript versions
§ Chain...

§ Microsoft’s OSS framework to integrate LLMs into applications
§ .NET, Python, and Java versions
§ .NET 1.0 RTM in Decemb...

Large Language Models, Data & APIs
Integrating Generative AI Power into your solutions - with Python & .NET
Selected
Scena...

Text generation
§ LLMs are good in generating text
§ Regular text
§ Code
§ SQL (beware!)
§ JSON
§ etc.
Large Language Mode...

Extracting meaning in text
§ LLM can be instructed to, e.g.
§ Do sentiment analysis
§ Extract information from text
§ Extr...

Extracting structured data
(LangChain + Kor)
Large Language Models, Data & APIs
Integrating Generative AI Power into your ...

Large Language Models, Data & APIs
Integrating Generative AI Power into your solutions - with Python & .NET
Answering Ques...

Learning about my company’s policies via Slack
(LangChain)
Large Language Models, Data & APIs
Integrating Generative AI Po...

Chat with web site documents
(Semantic Kernel)
Large Language Models, Data & APIs
Integrating Generative AI Power into you...

Large Language Models, Data & APIs
Integrating Generative AI Power into your solutions - with Python & .NET
Democratizing
...

Large Language Models, Data & APIs
Integrating Generative AI Power into your solutions - with Python & .NET
LLMs everywher...

§ Open-source community drives
innovation in Generative AI
§ HuggingFace is central place for it
§ Literally, every week a...

Local RAG with Mistral OSS LLM
(llama.cpp & LM Studio)
Large Language Models, Data & APIs
Integrating Generative AI Power ...

Large Language Models, Data & APIs
Integrating Generative AI Power into your solutions - with Python & .NET
End-to-End
26

Ask for expert availability in my company systems
(Speech-to-text, my own API, GPT-4, Text-to-speech)
Large Language Model...

Large Language Models, Data & APIs
Integrating Generative AI Power into your solutions - with Python & .NET
Exciting Times...

§ LLMs enable new scenarios & use cases to
incorporate human language into software solutions
§ Fast moving and changing f...

Potential for
LLM-powered
human-machine workflows
via universal interface agents
Large Language Models, Data & APIs
Integr...

Large Language Models, Data & APIs
Integrating Generative AI Power into your solutions - with Python & .NET
Outlook
31

Thank you!
Christian Weyer
https://thinktecture.com/christian-weyer
32
Selected demos:
Extract structured information:
htt...

§ Semantic Kernel
§ https://learn.microsoft.com/en-us/semantic-kernel/overview/
§ LangChain
§ https://www.langchain.com/
§...

Share Slideshare

LinkedIn
Facebook
Twitter

Embed

Size (px)

Show related Slideshows at end

WordPress Shortcode

Link

Share
Email

2024 Trend Updates: What Really Wor... by Search Engine Jou... 1063109 views
Storytelling For The Web: Integrate... by Chiara Aliotta 981811 views
Artificial Intelligence, Data and C... by OECD Directorate ... 923520 views
How to Leverage AI to Boost Employe... by SocialHRCamp 392340 views
2024 State of Marketing Report – by... by Marius Sescu 221896 views
Everything You Need To Know About C... by Expeed Software 237729 views

View on Slideshare

1 of 33 Ad

View on Slideshare

1 of 33 Ad