Vector Embeddings with Azure OpenAI vs Opensource

This talk will delve into the hot topic of how to create a vector database, going further than just theory making several practical examples, and giving good guidelines on how to proceed and how to create efficient vector embeddings to locate within the vector database. We will focus on Azure OpenAI for this talk and compare it with some other OpenSource embedding models.

Revolutionizing automation: Leveraging Azure AI Agent Service with AutoGen

Discover how Azure AI Agent Service and AutoGen are transforming the landscape of automation and intelligent decision-making. In this session, we’ll dive into the capabilities of AutoGen, explore seamless integrations with Azure’s AI Agent Service, and demonstrate how to design powerful, scalable solutions for real-world challenges. Whether you're building conversational agents or automating complex workflows, this talk will equip you with the insights to harness cutting-edge AI technology and drive innovation.

Battle of the titans: Azure AI Language vs. OpenSource solutions

In the rapidly evolving world of AI, choosing the right tools can make or break your project. This talk dives into the pros, cons, and performance of Azure AI Language versus popular open-source NLP solutions (Hugging face, Haystack, SpaCy, etc). From scalability and integration to cost and customization, discover which approach aligns best with your goals. Whether you're a cloud enthusiast or an open-source advocate, this session will provide valuable insights to empower your AI strategy.

Eligiendo tu aliado de IA: Power Virtual Agents (Copilot Studio) vs Azure AI Bot Service.

Sumérgete en el emocionante mundo de los agentes impulsados por IA mientras comparamos Power Virtual Agents (Copilot Studio) vs Azure AI Bot Service, dos herramientas de vanguardia que están transformando la manera en que las empresas aprovechan la IA. En esta sesión, desglosaremos sus capacidades, casos de uso y diferencias para ayudarte a decidir cuál se adapta mejor a tus necesidades. Ya sea que estés creando bots conversacionales para atender consultas de clientes o diseñando agentes inteligentes para automatizar flujos de trabajo, esta charla te permitirá desbloquear todo el potencial de la IA en tu organización. ¡Únete a nosotr@s para descubrir el poder detrás de estas plataformas y cómo elegir la mejor para tu próximo proyecto!

Decoding Azure AI Services: Choosing the right service for the right task

Azure offers a powerful suite of AI services, but how do you choose the best one for your needs? Join us for an insightful session that demystifies Azure AI Vision, Custom Vision, Face API, Form Recognizer, Video Analyzer, and more. We'll explore their capabilities, compare their strengths and limitations, and provide practical recommendations for real-world use cases. Whether you're optimizing workflows, building intelligent applications, or scaling enterprise solutions, this talk will empower you to select the right tools for maximum impact. Unlock the full potential of Azure AI and take your projects to the next level!

Azure vector databases with Azure Open AI

Join us for an illuminating discussion on Azure Vector Databases, where we delve into the realm of vector embeddings and their pivotal role in modern data science and machine learning workflows. This talk offers a comprehensive comparative analysis of various vector databases available on Azure, shedding light on their distinct features, performance benchmarks, and suitability for diverse use cases.

From Azure Cosmos DB to Azure SQL Database with Hyperscale and Azure Data Explorer, we navigate through the landscape of Azure's vector database offerings, uncovering their strengths, limitations, and optimal applications. Through practical examples and case studies, attendees will gain insights into how these databases handle vector data, facilitate efficient querying, and support advanced analytics tasks.

Furthermore, we explore the concept of vector embeddings – a powerful technique for representing data points in a continuous, high-dimensional space. Delving into real-world scenarios, we demonstrate how vector embeddings enable tasks such as similarity search, recommendation systems, and natural language processing, and discuss best practices for leveraging them effectively within Azure's ecosystem.

Whether you're a data scientist, a machine learning engineer, or a database administrator, this talk equips you with valuable knowledge to make informed decisions when choosing and utilizing vector databases on Azure, and harnessing the transformative potential of vector embeddings in your projects. Join us to embark on a journey through the cutting-edge intersection of databases, vectors, and AI.

Revolutionizing knowledge discovery: Leveraging GraphRAG and RAG LLM approaches in Azure

Dive into the cutting-edge world of knowledge graph databases and the innovative Retrieval-Augmented Generation (RAG) Large Language Model (LLM) approach, specifically tailored for Microsoft Azure. Discover how GraphRAG, a groundbreaking method developed by Microsoft Research, enhances LLM capabilities by creating dynamic knowledge graphs from private datasets. Learn how these graphs, combined with advanced machine learning techniques, significantly improve the synthesis of insights across vast and complex data landscapes. Explore practical applications and real-world case studies showcasing the transformative potential of GraphRAG and RAG LLMs in unlocking deeper, more nuanced understanding from your data. Whether you're dealing with proprietary research, business documents, or communications, this session will equip you with the strategies and tools needed to harness the power of Azure's AI services for unparalleled knowledge discovery and generation.

Mastering Azure Prompt Flow: Streamline your AI development

In the rapidly evolving world of AI, efficiency and agility are paramount. Azure Prompt Flow is a groundbreaking tool designed to revolutionize the development cycle of AI applications powered by Large Language Models (LLMs). This talk will delve into the capabilities of Azure Prompt Flow, showcasing how it simplifies the process of prototyping, experimenting, iterating, and deploying AI applications.

Potencia tu análisis: Domina Power BI con Microsoft Copilot

Descubre cómo revolucionar tu flujo de trabajo en Power BI con la ayuda de Microsoft Copilot. En esta charla, aprenderás a aprovechar esta poderosa herramienta para automatizar tareas, mejorar la precisión de tus análisis y crear informes impresionantes con facilidad. Con ejemplos prácticos y consejos, te mostraré cómo Copilot puede transformar tu experiencia en Power BI y llevar tus habilidades al siguiente nivel. ¡No te lo pierdas!

Words with weight: Unveiling gender bias in Large Language Models

En esta charla exploraremos cómo los sesgos de género se infiltran y persisten en los modelos de procesamiento de lenguaje natural (PLN) y en los modelos de lenguaje de gran escala (LLM). Discutiremos las metodologías actuales para identificar y medir estos sesgos, utilizando ejemplos concretos de sesgos en la selección de palabras descriptivas, la asignación de roles de género y los temas de diálogo en varios idiomas. Además, abordaremos las implicaciones éticas y sociales de estos sesgos y propondremos estrategias para mitigarlos, asegurando que los avances en IA promuevan una representación equitativa y justa para tod@s.

Esta sesión es esencial para desarrolladores, investigadores y cualquier persona interesada en la igualdad de género en el campo de la Inteligencia Artificial.