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Cloud & AI: GCP Baremetal, MCP deployment, and LLM guard
2025-10-02 · 16:00
👉👉👉👉👉👉👉 Please RSVP in this page 👈👈👈👈👈👈👈 ------------------------------------ NOTE: Due to the event being held at a bank-related facility, every attendees must provide a real name with identification document in order to enter the building. A separate form will be send to registered attendees on 2025.09.28 evening. ------------------------------------ Join us for an exciting evening at Deutsche Bank! Where we will be talking cloud and some really interesting things you can do with it, and how to squeeze every last drop of it. And of course in 2025, we will also talk about AI and some more cool things you can do with it, from MCP deployment, to LLM. Don't miss out on this chance to expand your knowledge and connect with like-minded individuals. Bring your queries, ideas, and passion for technology. Register now and be part of the cloud innovation conversation! ---------------------------------------- 1800: Door open 1830: Welcoming 1840: A Deeper Dive into CPU Limits, Requests, and Scheduling in Kubernetes and GDC Software Only on Bare Metal specifically by Pavel Malyarevsky 1910: Break 1920: Agents with MCPs - deployment by Sonam 2000: Break 2010: LLM Guard: Simulating AI-Driven Security Administration by Fam Shihata 2050: Networking ---------------------------------------- A Deeper Dive into CPU Limits, Requests, and Scheduling in Kubernetes and GDC Software Only on Bare Metal specifically by Pavel Malyarevsky As enterprises adopt bare-metal cloud solutions, mastering resource management is critical to achieving performance and efficiency. Google Distributed Cloud (GDC) on Bare Metal offers powerful capabilities, but its nuances in CPU handling present unique challenges. How can teams ensure their applications get the resources they need without overprovisioning? This talk will provide a deep dive into the mechanics of CPU limits and requests within GDC. We will explore the current scheduling limitations, their real-world impact on application performance, and the key design decisions that can mitigate these challenges. Attendees will walk away with concrete implementation patterns, best practices for resource configuration, and a clear understanding of how to optimize their GDC deployments for maximum efficiency and reliability. Pavel is an IT Infrastructure Manager and Architect specializing in building private cloud solutions for Deutsche Bank's Investment Bank division. His experience spans application production management, development, and the design of large-scale public and private cloud infrastructure. He is focused on delivering business value through vendor-agnostic, enterprise-ready solutions, bringing cutting-edge technologies to development teams to enhance their productivity and capabilities. ---------------------------------------- Agents with MCPs - deployment by Sonam Model context protocol is an easy way to provide your agent with tools and data through external servers. But how you can easily deploy it. This talk deals with what is MCP, plus what are the benefits of using it in your agent. Plus how you could deploy it easily. Sonam is GenerativeAI Evangelist for Articul8, backed by Intel, which provides secure generativeAI infrastructure for enterprise. Moreover, she is the creator of the open-source library called Embed-Anything, which helps to create local and multimodal embeddings and stream them to vector databases, it’s built in rust and thus it’s more greener and efficient. She worked previously at Qdrant Engine, and before that, she worked at Rasa. Previously, she worked as an AI researcher at Saama and has worked extensively on clinical trial analytics with Pfizer. She is passionate about topics like metric learning and biases in language models. She has also published a paper in the most reputed journal of computational linguistics, COLING, in ACL Anthology. ---------------------------------------- LLM Guard: Simulating AI-Driven Security Administration by Fam Shihata LLM Guard is a security simulator designed to explore the capabilities and limitations of Large Language Models as network defenders. By placing an LLM in the role of a security administrator within a defined topology, the simulator tests how effectively it can detect threats, configure defenses, and respond to incidents. The project provides a sandbox for evaluating AI-driven security operations, benchmarking performance against human administrators, and uncovering both strengths and vulnerabilities of LLM-based defense strategies. ---------------------------------------- 👉👉👉👉👉👉👉 Please RSVP in this page 👈👈👈👈👈👈👈 |
Cloud & AI: GCP Baremetal, MCP deployment, and LLM guard
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ClickHouse Delhi/Gurgaon Meetup - March 2025
2025-03-22 · 05:00
We are excited to finally have the first ClickHouse Meetup in the vibrant city of Delhi! Join the ClickHouse crew, from Singapore and from different cities in India, for an engaging day of talks, food, and discussion with your fellow database enthusiasts. But here's the deal: to secure your spot, make sure you register ASAP! 🗓️ Agenda:
If anyone from the community is interested in sharing a talk at future meetups, complete this CFP form and we’ll be in touch. _______ 🎤 Session Details: Introduction to ClickHouse Discover the secrets behind ClickHouse's unparalleled efficiency and performance. Johnny will give an overview of different use cases for which global companies are adopting this groundbreaking database to transform data storage and analytics. Speaker: Rakesh Puttaswamy, Solution Architect @ ClickHouse Rakesh Puttaswamy is a Solution Architect with ClickHouse, working with users across India, with over 12 years of experience in data architecture, big data, data science, and software engineering.Rakesh helps organizations design and implement cutting-edge data-driven solutions. With deep expertise in a broad range of databases and data warehousing technologies, he specializes in building scalable, innovative solutions to enable data transformation and drive business success. 🎤 Session Details: ClickPipes Overview and demo ClickPipes is a powerful integration engine that simplifies data ingestion at scale, making it as easy as a few clicks. With an intuitive onboarding process, setting up new ingestion pipelines takes just a few steps—select your data source, define the schema, and let ClickPipes handle the rest. Designed for continuous ingest, it automates pipeline management, ensuring seamless data flow without manual intervention. In this talk, Kunal will demo the Postgres CDC connector for ClickPipes, enabling seamless, native replication of Postgres data to ClickHouse Cloud in just a few clicks—no external tools needed for fast, cost-effective analytics. Speaker: Kunal Gupta, Sr. Software Engineer @ ClickHouse Kunal Gupta is a Senior Software Engineer at ClickHouse, joining through the acquisition of PeerDB in 2024, where he played a pivotal role as a founding engineer. With several years of experience in architecting scalable systems and real-time applications, Kunal has consistently driven innovation and technical excellence. Previously, he was a founding engineer for new solutions at ICICIdirect and at AsknBid Tech, leading high-impact teams and advancing code analysis, storage solutions, and enterprise software development. 🎤 Session Details: Optimizing Log Management with Clickhouse: Cost-Effective & Scalable Solutions Efficient log management is essential in today's cloud-native environments, yet traditional solutions like ElasticSearch often face scalability issues, high costs, and performance limitations. This talk will begin with an overview of common logging tools and their challenges, followed by an in-depth look at ClickHouse's architecture. We will compare ClickHouse with ElasticSearch, focusing on improvements in query performance, storage efficiency, and overall cost-effectiveness. A key highlight will be OLX India's migration to ClickHouse, detailing the motivations behind the shift, the migration strategy, key optimizations, and the resulting 50% reduction in log storage costs. By the end of this talk, attendees will gain a clear understanding of when and how to leverage ClickHouse for log management, along with best practices for optimizing performance and reducing operational costs. Speaker: Pushpender Kumar, DevOps Architect @ OLX India Born and raised in Bijnor, moved to Delhi to stay ahead in the race of life. Currently working as a DevOps Architect at OLX India, specializing in cloud infrastructure, Kubernetes, and automation with over 10 years of experience. Successfully optimized log storage costs by 50% using Clickhouse, bringing scalability and efficiency to large-scale logging systems. Passionate about cloud optimization, DevOps hiring, and performance engineering. 🎤 Session Details: ClickHouse at Physics Wallah: Empowering Real-Time Analytics at Scale This session explores how Physics Wallah revolutionized its real-time analytics capabilities by leveraging ClickHouse. We'll delve into the journey of implementing ClickHouse to efficiently handle large-scale data processing, optimize query performance, and power diverse use cases such as user activity tracking and engagement analysis. By enabling actionable insights and seamless decision-making, this transformation has significantly enhanced the learning experience for millions of users. Today, more than five customer-facing products at Physics Wallah are powered by ClickHouse, serving over 10 million students and parents, including 1.5 million Daily Active Users. Our in-house ClickHouse cluster, hosted and managed within our EKS infrastructure on AWS Cloud, ingests more than 10 million rows of data daily from various sources. Join us to learn about the architecture, challenges, and key strategies behind this scalable, high-performance analytics solution. Speaker: Utkarsh G. Srivastava, Software Development Engineer III @ Physics Wallah As a versatile Software Engineer with over 7 years of experience in the IT industry, I have had the privilege of taking on diverse roles, with a primary focus on backend development, data engineering, infrastructure, DevOps, and security. Throughout my career, I have played a pivotal role in transformative projects, consistently striving to craft innovative and effective solutions for customers in the SaaS space. 🎤 Session Details: FabFunnel & ClickHouse: Delivering Real-Time Marketing Analytics We are a performance marketing company that relies on real-time reporting to drive data-driven decisions and maximize campaign effectiveness. As our client base expanded, we encountered significant challenges with our reporting system—frequent data updates meant handling large datasets inefficiently, leading to slow query execution and delays in delivering insights. This bottleneck hindered our ability to provide timely optimizations for ad campaigns. To address these issues, we needed a solution that could handle rapid data ingestion and querying at scale without the overhead of traditional refresh processes. In this talk, we’ll share how we transformed our reporting infrastructure to achieve real-time insights, enhancing speed, scalability, and efficiency in managing large-scale ad performance data. Speakers: Anmol Jain, SDE-2 (Full stack Developer), & Siddhant Gaba, SDE-2 (Python) @ Idea Clan From competing as a national table tennis player to building high-performance software, Anmol Jain brings a unique mix of strategy and problem-solving to tech. With 3+ years of experience at Idea Clan, they play a key role in scaling Lookfinity and FabFunnel, managing multi-million-dollar ad spends every month. Specializing in ClickHouse, React.js, and Node.js, Anmol focuses on real-time data processing and scalable backend solutions. At this meet-up, they’ll share insights on solving reporting challenges and driving real-time decision-making in performance marketing. Siddhant Gaba is an SDE II at Idea Clan, with expertise in Python, Java, and C#, specializing in scalable backend systems. With four years of experience working with FastAPI, PostgreSQL, MongoDB, and ClickHouse, he focuses on real-time analytics, database optimization, and distributed systems. Passionate about high-performance computing, asynchronous APIs, and system design, he aims to advance real-time data processing. Outside of work, he enjoys playing volleyball. At this meetup, he will share insights on how ClickHouse transformed real-time reporting and scalability. 🎤 Session Details: From SQL to AI: Building Intelligent Applications with ClickHouse and LangDB As AI becomes a driving force behind innovation, building applications that seamlessly integrate AI capabilities with existing data infrastructures is critical. In this session, we explore the creation of agentic applications using ClickHouse and LangDB. We will introduce the concept of an AI gateway, explaining its role in connecting powerful AI models with the high-performance analytics engine of ClickHouse. By leveraging LangDB, we demonstrate how to directly interact with AI functions as User-Defined Functions (UDFs) in ClickHouse, enabling developers to design and execute complex AI workflows within SQL. Additionally, we will showcase how LangDB facilitates deep visibility into AI function behaviors and agent interactions, providing tools to analyze and optimize the performance of AI-driven logic. Finally, we will highlight how ClickHouse, powered by LangDB APIs, can be used to evaluate and refine the quality of LLM responses, ensuring reliable and efficient AI integrations. Speaker: Matteo Pelati, Co-founder, LangDB.ai Matteo Pelati is a seasoned software engineer with over two decades of experience, specializing in data engineering for the past ten years. He is the co-founder of LangDB, a company based in Singapore building the fastest Open Source AI Gateway. Before founding LangDB, he was part of the early team at DataRobot, where he contributed to scaling their product for enterprise clients. Subsequently, he joined DBS Bank where he built their data platform and team from the ground up. Prior to starting LangDB, Matteo led the data group for Asia Pacific and data engineering at Goldman Sachs. |
ClickHouse Delhi/Gurgaon Meetup - March 2025
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Global AI Bootcamp
2025-03-06 · 09:00
Global AI Bootcamp taking place in London. If you are an AI enthusiast and love learning more about Azure AI, then this event is perfect for you. 09:30 - 09:45 Welcoming (15 mins) 09:45 - 10:20 Speaker 1 - Opening Keynote - Amy Boyd - Senior Cloud Developer Advocate in AI/ML at Microsoft Session: To be Confirmed 10:20 - 10:45 Speaker 2 - Nathaniel Okenwa (He/Him) Developer Evangelist @twilio / Wannabe Dev-Rel Superstar / Loves: Coding Session: Preventing Skynet: Managing Trust with AI Agents In this talk, we’ll explore the practical dangers of AI agent infrastructure, discuss strategies to safeguard your systems, and provide a comprehensive safety checklist to help you build responsibly. Together, we can prevent the singularity. Remember: The future is not set. There is no fate but what we make for ourselves. 10:45 - 11:10 Speaker 3 - Rahul Basu - Senior Software Engineer at Warner Bros. Discovery Session: AI, Hollywood, and the Metaverse – A Synergistic Future Artificial intelligence is set to become the backbone of the metaverse, merging physical and digital realities into immersive experiences. This session explores how AI is transforming storytelling, character creation, and interactive content, revolutionizing the entertainment industry. From generative AI-powered narratives to real-time digital actors, we’ll examine how Hollywood and gaming companies are leveraging AI to redefine engagement. Drawing from his experience architecting Max, Warner Bros. Discovery’s global streaming platform, Rahul Basu will share insights into how AI is being used by top media companies to power next-gen content creation. Attendees will learn about AI-driven MLOps frameworks, synthetic media production, and the tools shaping the future of the entertainment industry. Whether you’re a developer, AI enthusiast, creative, or media executive, this session will provide practical knowledge and real-world use cases on how AI is reshaping the future of entertainment. 11:10 - 11:30 Break (15 mins) 11:30 - 12:15 Speaker 4 - Guy Gregory - Partner Solution Architect@Microsoft specialising in Azure AI. Session: Introducing Azure AI Agent Service In this session, we’ll introduce the Azure AI Agent Service, a set of feature-rich, managed capabilities that brings together all the models, data, tools, and services that partners and customers need to automate business processes of any complexity. Here’s what we’ll cover:
12:15 - 13:00 Speaker 5 - Manuel Sanchez Rodriguez Director - Azure App Modernisation at NTT DATA \| Microsoft MVP Azure & AI Platform and Sergio Sisternes Senior Director - Head of Cloud Native Solutions at NTT DATA Session: The Age of Agents: Modernising Your Applications Join us for an exciting session, "The Age of Agents: Modernising Your Applications" with Azure and Azure OpenAI, where you'll discover how to transform and modernise your applications using the powerful capabilities of Azure and Azure OpenAI. Learn how intelligent agents can enhance performance and user experience, explore practical demonstrations of seamless integration, and get a comprehensive guide on overcoming common challenges. Whether you're a developer, IT professional, or tech enthusiast, this session will equip you with the knowledge and tools to stay ahead in the rapidly evolving tech landscape. Don't miss this opportunity to unlock your applications' full potential with Azure and Azure OpenAI. 13:00 - 14:00 Lunch Break ( 14:00 - 14:45 Speaker 6 - Clifford Agius - Freelance Developer that just so happens to fly an Airbus A320 around the Europe. Session: Could a Co-Pilot be an Aircraft Co-Pilot Welcome aboard, fellow travelers! In this talk, we’re strapping on our metaphorical aviator goggles and diving into the cockpit to explore the fascinating world of AI Co-Pilots and could they and more importantly should they be used in a real world flight deck? Buckle up, because this flight is about to get bumpy—in a purely intellectual turbulence kind of way. Using aircraft incidents and accidents we will see if an AI Co-Pilot would have saved the day... If you have a fear of flying maybe skip this one but I will say before you run out that none of the accidents are fatal so nothing to be scared of.... You don't need to be an AI specialist or even know anything about it, as we are just exploring the decisions pilots have to make in very limited timescales with limited information and throwing in some human factors to spice it up a bit. These are all good skills you can use in any decision making at work. The aim of this session is to hopefully show you that AI can help but should we use it? You will walk away knowing a bit about AI and have some fun geeking out on aviation. 14:45 - 15:10 Speaker 7 - Ayca Bas - Senior Cloud Developer Advocate@Microsoft Session: RAG and Knowledge Retrieval Fundamentals In this session, we are going to talk about what is Retrieval Augmented Generation and why It’s a Game Changer. We'll also learn the fundamentals of search indexing and talk about Vector Search 101: Revolutionizing Retrieval with AI. 15:10 - 15:55 Speaker 8 Dieter Gobeyn - Enterprise Integration Architect & Azure Cloud Solutions Architect Session: Azure OpenAI Unplugged: Real-World Lessons from My Latest GenAI Project Thinking of using Azure OpenAI in production? In this session, I’ll share detailed hard-earned lessons from my latest GenAI project, where I combined Azure OpenAI GPT-4 with data integration workflows. As both a solution architect and hands-on developer, I’ll walk you through what worked, what flopped, and what I wish I knew earlier. We’ll dive into managing costs, securing data, reducing hallucinations, fine-tuning prompts, and keeping token usage in check. Whether you’re exploring AI or scaling it, this session is packed with tips to help you avoid pitfalls and build smarter, more efficient AI solutions. 16:00pm - Closing Keynote Lee Stott - Principal Cloud Advocate Manager@Microsoft Session: Device Intelligence with SLM: A Path to Edge Deployment and Cloud Integration In today’s fast-paced tech landscape, many organisations aim to enhance device intelligence and responsiveness. This presentation highlights the crucial role of Small Language Models (SLM) in solving business problems and improving device capabilities. By fine-tuning SLM, you can achieve optimal performance and adaptability. We will compare SLM with Large Language Models (LLM), showing why SLM is better suited for organisation’s needs. The importance of customization in fine-tuning these models will be emphasized. A key focus will be on deploying these models on edge devices for real-time processing and decision-making, boosting device intelligence and positioning your organisation as an innovation leader. The presentation will provide a roadmap for implementation, from cloud development to deployment across platforms. Using Azure, organisations can ensure seamless integration and IP ownership, gaining a competitive edge. Discover how your organisation can leverage SLM to revolutionize its devices and lead in intelligent technology. By registering for this in person event you are agreeing to have your e-mail shared with building security for building access. Your privacy is important to us. This privacy statement explains the personal data Microsoft processes, how Microsoft processes it, and for what purposes. You can view our full privacy statement here: https://privacy.microsoft.com/privacystatement |
Global AI Bootcamp
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DevFest Berlin 2024
2024-11-23 · 08:00
DevFest Berlin is back! This year back to Humboldt University of Berlin, with more than 25 talks & workshops, you can expect a whole day of learning, socialising, and engaging with a vibrant Berlin Tech community! 🎫 Get you ticket here: pretix.eu/devfestberlin/2024/ 🖍 Call for Papers still open: pretalx.com/devfest-berlin-2024/cfp Agenda Day 1 9:00 AM: Registration & Coffee 🥐 ☕️ 9:45 AM: 🎤 Welcoming 10:00 AM: 🎤 Katya Vinnichenko - Introduction to Google Principles of Responsible AI This year's DevFest explores how AI can improve lives globally, from business to healthcare to education. At Google we acknowledge AI's potential, while also recognising the challenges it presents. Thus, we are committed to helping you build and use AI responsibly, ensuring fairness and ethical practices. In my talk you will learn: the main principles of responsible AI at Google; the ethical implications of AI; best practices for developing AI systems and integrating AI into Google products and services; last but not least – how AI will change the role of the developer as we know it. 10:50 AM: 🎤 Oleksii Antypov - DMARC Demystified Discover the essential framework behind DMARC and how it secures email communication across the internet. This session covers the historical evolution of email security, dives into the common challenges of implementing DMARC, and provides actionable best practices for protecting your domain. Ideal for developers, security professionals, and anyone interested in safe email practices. In a world where phishing and email spoofing are constant threats, DMARC stands as a vital defense mechanism. “DMARC Demystified” takes you through a journey from the origins of email security to the modern challenges and solutions that DMARC offers. We'll explore how DMARC works with SPF and DKIM, why it’s essential for organizations of all sizes, and the practical steps to ensure smooth implementation. Expect an interactive timeline tracing the milestones of email security, detailed breakdowns of real-world cases, and insights into optimizing DMARC. Walk away with a deeper understanding of email protection, armed with knowledge to strengthen your email systems and protect against threats. 11:40 AM: 🎤 Marcin Chudy - Demystifying App Architecture: The LeanCode Guide At LeanCode we developed over 40 Flutter apps, spanning from huge enterprise apps to nimble startup ventures. Some were developed by a single Flutter dev, some came into light through collaborative efforts across multiple teams. Each of them was different. Each of them presented unique challenges and taught us invaluable lessons. In this talk, we invite you to explore different approaches to architecting Flutter apps. Central to our narrative will be the concept of architectural drivers - key factors or priorities that steer our decisions about how the app is structured and designed. We'll show how we leverage our experience when approaching new projects. Drawing from our successes and failures, we'll present our current Flutter stack which enables us to craft robust, scalable, and maintainable applications. While there is no silver bullet for Flutter architecture, we can still have some sensible defaults. Why do we use BLoC for state management? Why not Riverpod? Why do we love hook 12:30 PM: 🎤 Danny Preussler - Ten things you heard about testing that might be wrong Testing became an essential part of Android development. Many conference talks have been given and even more best practices have been written. But what if, as time evolved, some of the things we thought were true, changed? Let’s start questioning some of these in this talk: Are flaky tests fixable? Are mocks even harmful? Is DI about testing? Did we understand testing in isolation properly? Is the test pyramid still valid? And in times of AI, should we generate tests? Come and join my session to learn more! 1:10 PM: Lunch 🍔🥤 2:40 PM: 🎤 Andrey Sitnik - Privacy-first architecture: alternatives to GDPR popup and local-first Why and how modern developers could increase the privacy of modern Web. The popularity of clouds, the rise of huge monopolies across the internet, and the growth of shady data brokers recently have made the world a much more dangerous place for ordinary people—here is how we fix it. In this talk, Andrey Sitnik, the creator of PostCSS and the privacy-first open-source RSS reader, will explain how we can stop this dangerous trend and make the web a private place again. — Beginners will find simple steps, which can be applied to any website — Advanced developers will get practical insights into new local-first architecture — Privacy experts could find useful unique privacy tricks from a global world perspective and beyond just U.S. privacy risks 3:30 PM: 🎤 Raphaël VO - Largest Contentful Paint - The unheard story Largest Contentful Paint (LCP) is more than a speed metric — it's the unseen factor shaping user experiences and impacting SEO. While often overlooked, LCP reveals when a page’s core content is truly ready, affecting how users perceive load time and usability. This talk uncovers LCP’s role, why it matters more than we think, and simple strategies to boost LCP for better engagement and rankings. Discover the hidden story behind one of web performance’s most crucial, yet understated metrics. Did you know the speed of a single webpage element could decide if users stay or leave? Largest Contentful Paint (LCP) is that hidden hero, quietly working to load the most important content quickly. This talk unveils LCP’s role in creating faster, more engaging web experiences and why it’s key to winning user loyalty. Dive into the “unheard story” of LCP and discover practical tips to make your site not only faster but unforgettable. 4:20 PM: 🎤 Ash Davies - Navigation in a Multiplatform World: Choosing the Right Framework for your App Navigation in mobile, desktop, and web applications is such a fundamental part of how we structure our architecture. In order to both obtain functional clarity, and abstraction from platform level implementation. For a long time, there have been options available specific to each platform, and even options part of the platform framework itself. Though it can be difficult to find the right option for platform-agnostic code, ensuring consistency. Some go one step further, providing an opinionated guide on how to architecture your application. In this talk, I'll evaluate the options available, how they differ, and to what type of applications they are best suited. Including how to get started with them, and the best practice guidelines on how to get the most out of them, for your application. 5:10 PM: 🎤 Vadim Makeev - You don’t know MathML. Almost nobody does Do you speak math? Me neither. Still, math formulas have always been around: from Wikipedia articles to JavaScript APIs and even CSS docs. It looks so alien that I never had a clue how to express it on the web. Apparently, there’s a markup language for that. HTML for content, SVG for vector graphics, and MathML for math! And it’s pretty cross-browser, too. Let’s dive into the basics and quirks of the language of the universe. Even if math is not your love language, you might learn something interesting about the web platform. Day 2 9:00 AM: Registration & Coffee 🥐 ☕️ 10:00 AM: 🎤 Alex Mir – Accessibility matters The regulators are here and now businesses will care about the a11y. Let's make the a11y compliance not just a formal check. I believe that it is our job as industry experts to understand why it is important and get our products ready for all groups of people. 10:50 AM: 🎤 Marco Gomiero - From Android to Multiplatform and beyond With Kotlin Multiplatform getting increasingly established, many Android libraries became multiplatform. But how to make an existing Android library multiplatform? In this talk, we will cover the common challenges faced while migrating Android libraries to Kotlin Multiplatform, like handling platform-specific dependencies, re-organizing the project structure without losing the contributor's history, testing on multiple platforms, and publishing the library. 11:20 AM: 🎤 Muhammad Salman Bediya - Crucial Performance Issue in Flutter Apps: Memory Leaks Memory leaks can be hard to spot but have a big impact on the performance of Flutter apps, especially those running for long periods. In this talk, we’ll explore the most common reasons memory leaks happen in Flutter and Dart, focusing on how asynchronous programming and Streams can make them more challenging. You’ll learn practical tips to identify and fix these issues, helping your apps run smoother and more efficiently. 11:40 AM: 🎤 Andrii Raikov - Maximizing Scalability with Go and Redis: A Telemetry Processing Journey At Delivery Hero, we process 10,000 requests per second using Go and Redis. Join us to learn how this powerful duo handles high-load telemetry data efficiently and cost-effectively, with scalability, resource optimization, and continuous innovation through customized data flows. 12:30 PM: 🎤 Tomek Porozynski - Can You Outsmart an AI? Adventures in Prompt Hacking In this talk combined with hands-on elements, participants will engage in a series of live prompt hacking challenges, accessible directly through their mobile devices. The workshop begins with simple prompt injection techniques and progressively moves to more sophisticated manipulation strategies. After each successful hack, I'll analyze what made it work and transform these insights into practical defense mechanisms. Attendees will learn: Common vulnerabilities in AI prompt design, Practical techniques for prompt injection attacks, Essential strategies for securing chatbot applications, Best practices for implementing defensive layers, Real-world examples of prompt security failures and successes Perfect for developers working with AI models, security enthusiasts, or anyone interested in building safer AI applications. No specialized tools needed - just bring your phone and creativity! You'll leave with concrete techniques for both testing and securing your AI systems against prompt manipulation attacks. 1:10 PM: Lunch 🍔🥤 2:40 PM: 🎤 Cesar Martinez - Domain Driven Design Fundamentals for Frontend Developers What can we learn from Domain Driven Design and how to start applying its teachings in your frontend codebase. 3:30 PM: 🎤 Vadym Pinchuk - Effortless optimization of Flutter apps: performance tips for developers In this session, we’ll dive into effortless yet impactful ways to optimize your Flutter applications. Performance improvements don’t always require a full rewrite—sometimes, small adjustments can lead to big gains. We'll explore practical tips and tricks for enhancing app speed, responsiveness, and efficiency with minimal effort. From reducing widget rebuilds to handling large data efficiently and managing state effectively, this talk will provide developers with actionable insights to deliver a smoother user experience. Whether you’re a beginner or an experienced Flutter dev, you’ll walk away with easy-to-apply techniques to optimize your apps without breaking a sweat. 4:20 PM: 🎤 Ian Ballantyne - Generative AI on Mobile and Web with Google AI Edge Generative AI is no longer limited to execution in the cloud. Small language models, such as Gemma 2B, are quickly becoming small and powerful enough for on-device AI, offering benefits like low latency, offline functionality, privacy, and cost-effectiveness. Google AI Edge, with MediaPipe and LiteRT (formerly Tensorflow Lite), enables the development and deployment of efficient on-device AI models. These frameworks handle the complexities of model execution and hardware acceleration, allowing developers to focus on creating innovative AI experiences. Think generative AI is just about chatbots? Think again. This talk will go beyond basic conversations with language models and explore how on-device generative AI can be integrated into everyday apps ready to help with tasks, answer questions, and provide creative inspiration, all powered by the information located on-device. Imagine truly useful apps that are quick to respond and still work without an internet connection. 5:10 PM: 🎤 Bogdan Plieshka - Automated Testing Layers in a multidimensional Monorepo: Fast-tracking Quality for hundreds apps In this talk, I’ll dive into the testing layers that make up our quality pipeline at Zattoo, including static analysis, unit, system, and end-to-end testing. We’ll discuss the concept of quality gates, shift-left approach, and affected domain recognition, which helps us maintain reliability across a large, dynamic codebase, bringing total quality feedback for contributors to 3 minutes. I’ll share practices for achieving scalable, fast testing in a high-complexity environment, offering insights for anyone working with large-scale applications or monorepos and looking to streamline QA processes. Day 3 9:00 AM: Registration & Coffee 🥐 ☕️ 10:00 AM: 🎤 Inès Mir & Doruk Deniz Kutukculer - Fellowship of Product. How your team setup affects your experience Did you know there are 2 types of team formation in tech? These formations can change your experience in the team drastically and you better recognise them early to adjust your expectations from the job. And even more importantly, you need to show different qualities on job interviews to get this job in a particular team formation! Deniz Doruk Kuetuekcueler, a head of engineering, and Inès Mir, a principal product designer, are trying to figure out how design and engineering can effectively work together in these setups. 10:50 AM: 🎤 Alireza Rahmaty - How we automate the App Release Monitoring at GetYourGuide App release monitoring (ARM) represents a suite of innovative tools designed to monitor the health and stability of iOS and Android app releases. These tools provide real-time updates by sending notifications to Slack channels and logging the app's status throughout the release process. At GetYourGuide, we have developed an ARM to monitor the rollout of our Android and iOS apps from the moment they are submitted to the App Store & Google Play until they are fully released. We ship releases faster and with more confidence using ARM! 11:40 AM: 🎤 Aleksandr Gorbunov - Flutter for frontenders or There and Back Again Every developer, regardless of specialization, may encounter the need to create a UI for a client application. The choice of technology may depend on the developer, or it may be pre-determined by the client, as happened in my case. The peculiarity is that, coming from frontend development in JavaScript, I started building user interfaces in Flutter. Today, there is a vast number of technologies that enable the development of cross-platform applications. These technologies are evolving rapidly, attracting large communities, and more frequently, companies are adopting them. For example, Flutter is a powerful framework that allows developers to create cross-platform applications. With a high probability, every developer may encounter the need to use such development tools, and it’s great that frameworks like Flutter come with detailed documentation and extensive community support, making it relatively easy to start developing with them. Although, at first glance, everything might not seem smooth, and the desire to revert to familiar methods may arise. 12:05 PM: 🎤 Muhammad Salman Bediya - Crucial Performance Issue in Flutter Apps: Memory Leaks Memory leaks can be hard to spot but have a big impact on the performance of Flutter apps, especially those running for long periods. In this talk, we’ll explore the most common reasons memory leaks happen in Flutter and Dart, focusing on how asynchronous programming and Streams can make them more challenging. You’ll learn practical tips to identify and fix these issues, helping your apps run smoother and more efficiently. 12:30 PM: 🎤 Ole Bulbuk - Native GUIs For All Traditionally native GUIs are highly platform dependent and often specific for one programming language. In this talk we will explore a way to create GUI applications that supports virtually all platforms and any programming language. It is very effective and easy to use, too. 1:10 PM: Lunch 🍔🥤 2:40 PM: 🎤 Nicole Terc - Tap it! Shake it! Fling it! Sheep it! - The Gesture Animations Dance! Let's have fun with animations, gestures and sensors! Using Compose Multiplatform, we'll go over how to create animations using gestures and sensor events for Android & iOS. We'll cover some basics like how to get the device motion and position information, how to track gestures in the screen, and how you can combine them with animations to have fun! After this talk, you'll have a better understanding on how to use the sensor frameworks, how to make your own gesture effects, and how to create interesting animations in an easy way. Keep it fun, keep it animated! 3:30 PM: 🎤 Andrii Khrystian - From waves to widgets: Sound processing in Flutter In this talk, we'll explore how to work with sound in Flutter apps. We'll go over the basics of adding sound effects and processing audio to make your apps more interesting. You'll learn how to handle audio files and integrate them smoothly with your Flutter projects. This session is great for anyone looking to add audio features to their apps simply and effectively. 4:20 PM: 🎤 Randy Nel Gupta - From Practice: Migration of an Order Processing System to the Cloud A case study on how an order processing system, processing 50,000 orders daily for an international retailer spread across multiple continents and jurisdictions, is migrated to the cloud. The legacy system is implemented in PL/SQL and must be migrated during ongoing operations. The presentation will cover all aspects from testing, monitoring, to development and the application of Site Reliability Engineering. Furthermore, less technical topics will be introduced, such as the systematic composition of teams to ensure the necessary technical as well as domain-specific expertise. 4:50 PM: 🎤 Wietse Venema - Running open large language models in production with serverless GPUs Many developers are interested in running open large language models, such as Google's Gemma and Llama. Open models give you full control over the deployment options, the timing of model upgrades, the private data that goes into the model, and the ability to fine-tune on specific tasks such as data extraction. Hugging Face TGI is a popular open-source LLM inference server, and Hugging Face TRL is excellent for fine-tuning. You’ll learn how to build and deploy an application that uses an open model on Google Cloud Run with cost-effective GPUs that scale down to zero instances. Day 4 9:00 AM: Registration & Coffee 🥐 ☕️ 10:00 AM: 🎤 Daniel Stamer & Diana Nanova - Workshop: From Prototype to Production In this hands-on technical workshop participants will work on a hilarious web service prototype and deploy it to the cloud, set up build and deployment pipelines, extend the code base to leverage GenAI functionality, use SRE practices to effectively operate the application and finally strengthen the security posture of the overall software delivery process to guard against supply chain attacks. 1:10 PM: Lunch 🍔🥤 2:40 PM: 🎤 John Nguyen - Building a Chrome Extension using Gemini and Langchain In this workshop, you will learn the basics of creating a Google Chrome Extension (which will also work on any Chromium-based Browser). We will build a simple Page summarizer using Bun, Typescript, Gemini, and LangChain. We will learn the anatomy of the manifest.json for building a Chrome Extension, Bun's bundler, how to interact with Gemini, and why LangChain is a good idea here. 3:45 PM: 🎤 Guillaume Vernade - How to make the most of Gemini multimodal capabilities? We all know that in Tech there are always dozens of way of doing anything. But what if we could only use LLM for a first investigation? Let me show you how I'm trying to solve the mystery of who killed my pond's fishes using the power of Gemini. Day 5 9:00 AM: Registration & Coffee 🥐 ☕️ 10:00 AM: 🎤 Mario Bodemann & Joost van Dijk - Workshop: Passkeys on Android: How to get rid of passwords Passwords. Or two factors? What about multiple factors? Which email did you register with? Why is 'password123' not working on this side, that is password is shared everywhere else? If you recognize some of those questions, I am happy to add another couple: What are passkeys? Or how about: How to use passkeys to replace passwords in an Android app? In this workshop I will walk through the later two questions: How to build an Android App that registers and signs users in, using passkeys. Expect a quick explanation of this fancy new technology, why it will replace passwords and how you can store them either on your mobile devices or on dedicated hardware. Following that, a fictive application and service will be built to show you how to use those passkeys and which moving pieces you will need. Expect to use you Android Studio with Kotlin and common best practices to build an Android app, talking to the public available backend. 11:05 AM: 🎤 Anton Borries - Workshop: Adding Homescreen Widgets to Flutter Apps HomeScreen Widgets are a great way to provide more Information to your Users right on their HomeScreens providing more ways for your App to appear in User's lives and help them achieve their goals. In this Workshop we'll look at the necessary steps needed in order to add HomeScreen Widgets to Flutter Apps using the home_widget package 12:10 PM: 🎤 Elena Grahovac - Workshop: Mastering Multiple Engineering Leadership Roles for Maximum Impact As an engineering manager or technical leader, navigating multiple roles that demand a diverse set of skills is a common yet challenging part of the job. In this workshop, we will explore how to effectively balance these multiple roles and responsibilities in a complex engineering environment. Participants will be guided through the creation of their own leadership framework, tailored to adapt to the unique situations and styles of each individual. Beginning with identifying core values and responsibilities, the framework is elaborated into an actionable plan to succeed. This workshop not only offers an opportunity for reflection on personal and professional development but also provides tools and insights to enhance management capabilities and team dynamics. Join us to cultivate a comprehensive approach to leadership that aligns with your unique role, responsibilities, and personal style. 1:10 PM: Lunch 🍔🥤 2:40 PM: 🎤 Gus Martins - Workshop: Gemma for Everyone: Your First Steps with Open Models and AI Dive into the world of open models and AI with Gemma! This workshop will guide you through the basics of using Gemma, Google's powerful family of language models. Learn how to harness Gemma's capabilities for tasks like text generation, question answering, and more. We'll also explore how to fine-tune Gemma on your own data, allowing you to create custom AI solutions tailored to your needs. No prior experience with large language models is required! 3:45 PM: 🎤 Shahriyar Rzayev - Learn Flask the hard way: Introduce Architecture Patterns Flask is a popular and flexible web framework for Python, but building scalable and maintainable Flask applications can be challenging without a solid understanding of architecture patterns. This workshop aims to provide participants with a detailed explanation of applying architecture patterns to Flask projects. By exploring various design principles and best practices, attendees will learn how to structure their Flask applications for improved scalability, modularity, and maintainability. Focusing on the Repository, Unit of Work, and Use Cases patterns, attendees will gain experience in applying these patterns to enhance code organization, maintainability, and testability. All these layers are wired together using Dependency Injection, which is yet another powerful tool to use in your applications. The application we are going to build is stored in: https://github.com/ShahriyarR/hexagonal-flask-blog-tutorial We are going to completely rewrite the official Blog application described in Flask documentation by applying architecture patterns. All abstraction layers are covered by unit and integration tests, which will give the attendees a detailed view of why it is important to structure the application using architecture patterns. Speakers Aleksandr Gorbunov - Smart Steel Technologies (Full Stack Developer) A skilled developer specializing in JavaScript (JS) and TypeScript (TS), with strong expertise in frontend development. Proficient in the Vue ecosystem (Vue2, Vue3, Composition API, Nuxt 3), using Webpack and Vite for project bundling. Experienced in testing with Vitest, Cypress, and Jest. Adept in CSS preprocessors like SASS and Stylus. Additionally, has solid knowledge of Flutter and experie… Andrey Sitnik - Evil Martians (Lead Engineer) With more than 20 years in open source, Andrey Sitnik created a few popular CSS tools (PostCSS, Autoprefixer), local-first framework (Logux), and many small libraries with millions of downloads (like Nano ID). Andrii Khrystian - Dynatrace (Senior Flutter Developer) GDG Linz organiser. Senior Flutter Developer at Dynatrace. Public speaker and tech writer Andrii Raikov - Delivery Hero SE (Principal Software Engineer) Andrii is a Principal Software Engineer at Delivery Hero. He has a total of 15 years of experience with Ruby and has been very passionate about Go for the last 5 years. Anton Borries - 1KOMMA5° (Software Engineer) Anton is a Software Engineer working at 1KOMMA5° He loves building great UI and UX using Flutter. Coming from an Android Background the gap between Flutter and native Features has always tickled his interest. This has lead him into improving the experience of developing HomeScreen Widgets for Flutter Apps Ash Davies Google Developer Expert for Android, enthusiastic speaker, lead engineer at ImmobilieenScout24, Kotlin aficionado, spends more time travelling than working. Daniel Stamer - Google (Cloud Customer Engineer) Daniel is passionate about building modern cloud-native applications on Google's serverless technologies. He works with digital natives out of Germany’s startup capital Berlin and helps to modernize applications or build brand new ones in the cloud. Danny Preussler - SoundCloud (Android Platform Lead) Danny is a developer by heart, living in Berlin and leading the Android team at SoundCloud. He worked for companies like Groupon, Viacom, eBay and Alcatel and started his mobile career long before any Android with Java ME and Blackberry applications. Danny writes and talks about mobile development and testing regularly and is a Google Developer Expert for Android and Kotlin. Elena Grahovac - FerretDB (Director of Engineering) Elena has been in software engineering since 2007, focusing on backend systems and infrastructure. Having played the roles of both individual contributor and engineering manager, Elena is passionate about combining technical expertise with strong team collaboration. A dedicated advocate of DevOps practices, she aims to enhance workflows and bring teams together. Elena believes in helping peopl… Gus Martins - Google (Developer Advocate) Katya Vinnichenko - Google (Program Manager) Katya is a Program Manager at Google Developer Relations team. Currently she is leading the Google Developer Groups across Europe, the Middle East and Africa. Marcin Chudy - LeanCode (Senior Flutter Developer) Marcin is a Senior Flutter Developer at LeanCode, currently playing tech lead role in a big project for the banking sector. Previously worked with backend, web frontend with React, finally settling on mobile and falling in love with Flutter at first sight. After work, he enjoys dancing salsa and bachata and attends metal concerts. Marcin is a Senior Flutter Developer at LeanCode and has … Marco Gomiero - Airalo (Senior Android Developer | Kotlin GDE) Marco is an Android engineer, currently working at Airalo. He is a Google Developer Expert for Kotlin, he loves Kotlin and he has experience with native Android and native iOS development, as well as cross-platform development with Flutter and Kotlin Multiplatform. In his spare time, he writes and maintains open-source code, he shares his dev experience by writing on his blog, speaking a… Mario Bodeman - Yubico (Android Developer Advocate) Speaker of talks, coder of code, doer of dones. Muhammad Bediya Muhammad Salman is a Senior Software Engineer specializing in mobile app development with a focus on building scalable, high-quality applications using Flutter, React Native, Xamarin, and Swift. With experience leading frontend teams on enterprise-level projects that have reached over 1.5 million users, he brings a strong commitment to creating impactful, user-centered solutions. A dedic… Nicole Terc Android GDE, Boardgame lover, videogame addict and origami enthusiast, Nicole self taught herself to code and has been fooling around with the Android ecosystem for more than 10 years. She has participated in a diverse variety of projects for several clients around the world, including video streaming, news, social media and public transport applications. Regardless of what the current adventu… Ole Bulbuk - Ardan Labs Ole is a backend engineer since the nineties. He has been working for many companies big and small and seen many projects fail or succeed. He loves to be part of the global Go community and working on projects that make the world a better place. In his spare time he is co-organising the Berlin chapter of GDG Golang, develops open source software and enjoys time with his family. Oleksii Antypov - DmarcDkim.com (Founder & CEO) Experienced CTO specializing in early-stage startups. Formerly with Rocket Internet and PocketBook, now focused on accelerating global DMARC adoption. Originally from Ukraine, I relocated to Berlin in 2015 to deepen my expertise in building successful startups from the ground up. Raphaël VO - Ekino (Senior Software Engineer) I’m Raphael Vo, a passionate Senior Software Engineer with over 10 years of experience, specializing in Angular and frontend development. I love turning complex ideas into delightful user experiences and tackling challenges creatively and enthusiastically. When I'm not coding, you’ll find me diving into the latest tech trends or enjoying epic board game nights with friends. As an aspiring spea… Vadim Makeev Frontend developer in love with the Web, browsers, bicycles, and podcasting. He/him, MDN technical writer, Google Developer Expert. Alex Mir - mobile.de (Frontend Engineer) Frontend Engineer at car retail platform mobile.de (part of Adevinta / ex-Ebay) Alireza Rahmaty - GetYourGuide (Android Developer) I am Alireza, an Android developer with 6+ years of experience building apps. I have experience building server-driven UI apps, complex UI, localisation and testing, and CI/CDI. I sometimes go hiking and play video games. Cesar Martinez - Meyer Sound (Web Developer) Web developer with around 10 years of experience and a passion for software architecture. Currently working at Meyer Sound. Bogdan Plieshka - Zattoo (Principal Engineer) Engineer with over a decade of Frontend development experience, passionate about automation, accessibility, and scaling complex systems. Working at Zattoo as a Principal Engineer, focusing on delivering frontend solutions across Web, React, and React Native for streaming media content.Organizer of the React Berlin Meetup, actively contributing to the development community. Diana Nanova - Google (Customer Engineering Manager) Diana is a Customer Engineering Manager at Google Cloud. Based in the German tech startup capital Berlin, Diana helps digital native customers and startups across various industries to leverage the capabilities of Google Cloud and loves championing for Google culture. Doruk Deniz Kutukculer - Zalando (Head of Engineering) IT professional and a leader with over 15 years of experience in the industry. Currently a Head of Engineering at Zalando. Guillaume Vernade - Google (AI Dev Rel) I've been a jack-of-all-trades in the Tech industry, starting as a prototyper building apps on Google Glasses and the first Android watches, then became a Product Owner and an Agile coach. I realized my childhood dream of becoming a video game producer then came back to my other passion: AI. Ian Ballantyne - Google (AI DevRel) Ian is a Developer Relations Engineer for AI at Google. Currently he works on generative AI, such as Gemini and Gemma. He is passionate about on-device AI, using technologies such as Google AI Edge to deploy artificial intelligence to web and mobile devices. He has been in Developer Relations at Google for 9 years specializing in helping partners and developers unlock the capability of Google … Inès Mir - Zalando (Principal Product Designer) A principal product designer at Zalando and a content creator. John Nguyen - Eon (Backend Developer) Fullstack developer with a knack for whipping up code recipes using my secret ingredients: a dash of JavaScript, a pinch of Python, and a whole lot of serverless magic John's journey in software development began as a PHP developer, but he later transitioned to front-end development and became passionate about all things related to Javascript. While working as a data DevOps engineer in a… Joost van Dijk - Yubico (Developer Advocate) Joost van Dijk is a developer advocate at Yubico. As the inventor of the YubiKey, Yubico makes secure login easy and available for everyone. Joost focuses on securing digital identities and accelerating the adoption of open authentication standards as part of Yubico’s developer program. Randy Gupta Randy is a Google Developer Expert for Cloud and also Organizer of the GDG Düsseldorf. With a professional experience of more 25 years in software development he is focused today on building microservices applications on top of Kubernetes. Shahriyar Rzayev - Nord Security (Senior Software Engineer) Senior Software Engineer @ Nord Security. Moving forward on Clean Code and Clean Architecture. Previous accomplishments include contributing to open source, providing technical direction, and sharing knowledge about Clean Code and Architectural patterns. An empathetic team player and mentor. Azerbaijan Python Group Leader. Former QA Engineer and Bug Hunter. Tomek Porożyński - Atos Vadym Pinchuk - Sky (Mobile Software Engineer) Vadym, a seasoned software engineer, possesses a wealth of experience in Android application development. He has skillfully transitioned his expertise to cross-platform development, utilizing Flutter. Throughout his career, Vadym has collaborated with a diverse range of companies, from industry giants like Samsung, Volvo, Bosch, and Instagram to smaller start-ups. Leveraging his extensiv… Wietse Venema - Google (Google Cloud Engineer) Wietse Venema is an engineer at Google Cloud. He wrote the O’Reilly book on Cloud Run. Hosts Seemran Xec - Sawayo (Software Engineer) A focused developer possessing professional experience of 6+ years in software development for product-based and service-based industries, with businesses acquiring valuable insight and implementing best practices. Collaborated with startups and other businesses as a freelancer/consultant to build, design, and manage the product. I'm passionate about what I do and a lifelong learner. Louis Tsai - Zalando SE (GDG Organizer) Alex Mir - mobile.de (Frontend Engineer) Frontend Engineer at car retail platform mobile.de (part of Adevinta / ex-Ebay) Jhoon Saravia - Greenmates (Mobile Engineer) Software consultant and developer, experienced in Android, Flutter and Full-stack. Interested in working on DEI initiatives as a complement to my core work. Particularly interested in technology, gadgetry, the future, the combination of those three and the impact that driving Diversity, Equity and Inclusion has on all of them both in and out of the workplace.Amateur photographer a… Matthias Geisler - Thermondo (Senior Software Engineer) True believer in (Kotlin) Multiplatform and working with it for over 4 years now. Builds solutions for Android. Maintainer and developer of KMock. Co-Organizer of KUG Berlin, GDG Android Berlin, Rust Berlin and XTC Berlin. Emy Jamalian - Atlas Metrics (Software QA Engineer) Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-berlin-presents-devfest-berlin-2024/. |
DevFest Berlin 2024
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Building reliable & accurate GenAI applications with Entity RAG & ChatGPT
2024-04-23 · 11:00
Join us to explore the latest cutting-edge AI technology behind the most accurate and reliable GenAI applications transforming customer service. We're demonstrating how combining entity-enhanced RAG mechanics with large language models (LLMs) creates more reliable AI, and featuring a compelling customer service use case as a demo. We’re excited to be hosting with with Kern.ai. In today's market, meeting customer expectations is increasingly important. Many companies are turning to AI to enhance their customer service, though the reliability and trustworthiness of GenAI and LLM applications still present significant challenges. Key obstacles to address include ensuring the quality of data used to feed applications and equipping LLMs with the capability to accurately identify and differentiate among various entities within complex documents. What we will cover: 🤖 Powerful CS GenAI Applications: Discover foundational AI use cases in customer service and explore the role of enterprise ChatGPT. 🥇 Improving Accuracy and Reliability: Discover how Retrieval Augmented Generation (RAG) works with ChatGPT and how “Entity RAG” can improve accuracy and reliability in high-value and regulated environments. ⚒️ Practical Development Strategies: We present three use cases, each demonstrating development approaches that underline the variations in accuracy and reliability. 🔎 Future Trends: Gain foresight into the evolving landscape of AI in customer service and how to stay ahead in the game. Who Should Attend: This webinar is essential for business leaders, customer service professionals, data scientists, and anyone keen on harnessing the power of AI to elevate their customer service game. Whether you're just starting out or looking to enhance your current systems, this session will equip you with the knowledge and tools you need for the journey ahead. Please note, we will be using an insurance customer service example to showcase the use case deep-dive. 📅 Date: Tuesday, April 23rd, at 1pm CEST 🌍 Location: Online, accessible from anywhere in the world 💼 Hosted by: Kern AI & Tilores.io 💻 Event Format: Online via Linkedin Live |
Building reliable & accurate GenAI applications with Entity RAG & ChatGPT
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Key Challenges in Building Enterprise LLM Applications
2023-08-22 · 18:00
As enterprises move beyond ChatGPT, Bard, and ‘demo applications’ of large language models, product leaders, and engineers are running into challenges. The magical experience we observe on content generation and summarization tasks using ChatGPT is not replicated on custom LLM applications built on enterprise data. This frustration can lead to one (or a mix) of the following reactions: – LLMs is yet another hype, or a fad at best. – LLMs are good only for summarization and content generation tasks; They are not suitable for enterprise applications. – Building LLM applications is significantly harder than just using an off-the-shelf foundation model. The third point is the closest to reality. Enterprise LLM applications are easy to imagine and build a demo out of, but somewhat challenging to turn into a business application. The complexity of datasets, training costs, cost of token usage, response latency, context limit, fragility of prompts, and repeatability are some of the problems faced during product development. As the Chief Data Scientist at Data Science Dojo, Raja Iqbal has led a team of extremely talented data scientists and software engineers to deliver multiple enterprise applications of large language models. In this live talk, Raja will go over the challenges faced by his team while building these mission-critical applications and how the team overcame those challenges. |
Key Challenges in Building Enterprise LLM Applications
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Key Challenges in Building Enterprise LLM Applications
2023-08-22 · 18:00
As enterprises move beyond ChatGPT, Bard, and ‘demo applications’ of large language models, product leaders, and engineers are running into challenges. The magical experience we observe on content generation and summarization tasks using ChatGPT is not replicated on custom LLM applications built on enterprise data. This frustration can lead to one (or a mix) of the following reactions: – LLMs is yet another hype, or a fad at best. – LLMs are good only for summarization and content generation tasks; They are not suitable for enterprise applications. – Building LLM applications is significantly harder than just using an off-the-shelf foundation model. The third point is the closest to reality. Enterprise LLM applications are easy to imagine and build a demo out of, but somewhat challenging to turn into a business application. The complexity of datasets, training costs, cost of token usage, response latency, context limit, fragility of prompts, and repeatability are some of the problems faced during product development. As the Chief Data Scientist at Data Science Dojo, Raja Iqbal has led a team of extremely talented data scientists and software engineers to deliver multiple enterprise applications of large language models. In this live talk, Raja will go over the challenges faced by his team while building these mission-critical applications and how the team overcame those challenges. |
Key Challenges in Building Enterprise LLM Applications
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Key Challenges in Building Enterprise LLM Applications
2023-08-22 · 18:00
As enterprises move beyond ChatGPT, Bard, and ‘demo applications’ of large language models, product leaders, and engineers are running into challenges. The magical experience we observe on content generation and summarization tasks using ChatGPT is not replicated on custom LLM applications built on enterprise data. This frustration can lead to one (or a mix) of the following reactions: – LLMs is yet another hype, or a fad at best. – LLMs are good only for summarization and content generation tasks; They are not suitable for enterprise applications. – Building LLM applications is significantly harder than just using an off-the-shelf foundation model. The third point is the closest to reality. Enterprise LLM applications are easy to imagine and build a demo out of, but somewhat challenging to turn into a business application. The complexity of datasets, training costs, cost of token usage, response latency, context limit, fragility of prompts, and repeatability are some of the problems faced during product development. As the Chief Data Scientist at Data Science Dojo, Raja Iqbal has led a team of extremely talented data scientists and software engineers to deliver multiple enterprise applications of large language models. In this live talk, Raja will go over the challenges faced by his team while building these mission-critical applications and how the team overcame those challenges. |
Key Challenges in Building Enterprise LLM Applications
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