Generative AI
8 talks from the 2024 edition.
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A Retrieval Augmented Generation system to query the scikit-learn documentation ▶ Recording 📝 Transcript
Guillaume Lemaitre
The scikit-learn website currently employs an "exact" search engine based on the Sphinx Python package, but it has limitations: it cannot handle spelling mistakes and queries based on natural language. To address...
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Cloud? No Thanks! I’m Gonna Run GenAI on My AI PC ▶ Recording 📝 Transcript
Adrian Boguszewski, Dmitriy Pastushenkov
In this speech, we want to introduce an AI PC, a single machine that consists of a CPU, GPU, and NPU (Neural Processing Unit) and can run GenAI in seconds, not hours. Besides the hardware, we will also show the...
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From LLM as oracle to LLM as translator - our journey from theory to everyday’s practice in a corporate setting with dmGPT (and python)
Emma Haley, Niklas Lederer
Last year, dm-drogeriemarkt was among the first big German companies launching a tool for the coworkers to be able to unlock the power of LLMs in a secure setting. At the beginning, dmGPT was only a user interface...
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Improve LLM-based Applications with Fallback Mechanisms ▶ Recording 📝 Transcript
Bilge Yücel
While RAG addresses the common LLM pitfalls, challenges like handling out-of-domain queries still persist. Learn the significance of fallback mechanisms to tackle these issues gracefully, incorporating strategies...
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Put your RAG to the test: Component-per-component evaluation of our LLM-powered airplane manufacturing assistant
Nataliia Kees
Your RAG-powered LLM application might look pretty convincing at first glance, but how do you really know if it’s any good? And how do you justify the design choices you make? In this talk, you will learn about the...
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RAG for a medical company: the technical and product challenges ▶ Recording 📝 Transcript
Noé Achache
[RAG (Retrieval Augmented Generation)](https://www.pinecone.io/learn/retrieval-augmented-generation/) is the process of querying a (large) set of documents with natural language, leveraging vector search and llms....
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Safeguarding Privacy and Mitigating Vulnerabilities: Navigating Security Challenges in Generative AI ▶ Recording 📝 Transcript
John Robert
Generative AI (GenAI) has significantly improved our daily lives, prompting a focus on its integration into products and our routines. However, the growing importance of GenAI brings along significant concerns...
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Whispered Secrets: Building An Open-Source Tool To Live Transcribe & Summarize Conversations ▶ Recording 📝 Transcript
John Sandall
Are you secretly a spy and/or passionate about open-source? Maybe you don't trust a cloud-hosted service with your highly classified information, or perhaps you like to build things for yourself. In this...