Resources

MongoDB 資料建模方法論

日期: July 25, 2025 時間: 10:00 AM (HKT) 在關聯式資料庫中建立結構描述 (schema)是直觀的過程，而為 MongoDB 應用程式設計資料架構看似更具挑戰性。但若掌握 MongoDB 官方驗證的核心方法學與設計原則，您將發現這並非難事。 本場線上研討會將深度剖析： MongoDB 專屬資料建模方法學：從關聯式思維轉向文件模型的最佳路徑 設計原則解密：效能調校、擴充性與開發效率的關鍵取捨 獨家實戰心法：萃取近千次企業級架構設計檢視的精華要點 透過真實案例展示如何避開常見陷阱，打造兼具彈性與高效能的資料架構。 授課語言 ﹕ 廣東話(輔以英文教材).

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Building Reliable AI Systems for Production with MongoDB and Galileo

July 17, 2025 12 p.m. ET AI isn't just about innovation; it's about reliability. As your AI systems power critical applications for millions of users, hallucination emerges as the primary roadblock preventing your experimental AI from becoming the robust, production-ready solution your business truly needs. Join us for a live webinar on July 17, 2025, at 12 p.m. ET, to learn how to conquer AI hallucination and ensure high performing AI systems. You'll gain access to proven frameworks for measuring AI hallucination and implementing evaluation metrics for RAG and agentic systems with Galileo. You’ll also discover how Voyage AI embedding models and rerankers reduce hallucination, and how MongoDB Atlas's retrieval mechanisms enhance context quality to optimize your entire data pipeline. Key Takeaways: The complete AI reliability framework : a systematic approach to identifying, measuring, and eliminating hallucination. Production-Ready implementation strategies: hands-on techniques for integrating Voyage AI embeddings, MongoDB Atlas retrieval mechanisms, and Galileo evaluation pipelines into your existing AI infrastructure. Advanced hallucination reduction techniques: proven methods for improving context relevancy through optimized retrieval strategies, reranking algorithms, and evaluation workflows. Speakers Richmond Alake - AI/ML Staff Developer Advocate at MongoDB Conor Bronsdon, Head of Developer Relations and Awareness at Galileo Don't let AI hallucination hinder your products any longer. Register now.

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Accelerate your most critical MongoDB initiatives

July 16, 2025 12 p.m. ET Regardless of what your key technology initiatives are, they will all have one thing in common: developers will be at the center of them. With the AI race and the critical requirement to rapidly modernize legacy applications, enterprises need to capture every ounce of engineering advantage they can find in order to ride these waves and come out the other side a winner. MongoDB has always been built by developers, for developers, but our most mature customers know that that software excellence stems from investments in developer experience across the entire developer workchain. MongoDB Professional Services provides our customers with the deepest bench of MongoDB expertise. This enables them to deliver applications better, faster and with reduced risk, and lets their engineering teams tackle critical, time-sensitive projects with a partner instead of working alone. At a high level, there are three ways we can engage. First, Solution Delivery, where we help customers bring new applications to market. We do this by providing end-to-end strategic and technical consulting, whether it’s point in time, or the complete development of an application. Customers can get started with our wide selection of pre-packaged engagements to get started quickly, or build a custom engagement to suit their needs. Flex Consulting helps customers overcome acute technical hurdles and challenges and unblock their teams as they complete their MongoDB projects. Flex Consulting is delivered purely remote and in bite-sized engagements so customers can engage quickly and often - keeping them moving forward. And finally, Instructor-led Training, where we help customers develop their own in-house MongoDB experts and build towards self-sufficiency. These education programs have structured agendas and are taught in real time by a live instructor to improve learning outcomes. Customers can purchase public seats, private classrooms, and even build white-glove education programs.

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People Who Ship Ep 2: From prototype to production

July 8, 2025 12 p.m. ET Join us for another episode of our “People Who Ship” series, where you'll hear from developers shipping production-grade AI applications built on MongoDB. In this episode, you will hear from Noam Rubin, a software engineer on the AI platform team at Vanta. Noam will share invaluable insights into what it takes for his team to take gen AI features from prototype to production at Vanta. You will learn: The importance of experimentation What makes a good prototype How to integrate prototypes into real products The lifecycle of an AI feature What’s hard about building AI agents Register now for real-world insights from teams using AI to solve real business challenges. No hype—just actionable knowledge you can apply to your own AI projects.

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MongoDB Atlas Search 入門實戰攻略

日期: July 3, 2025 時時間: 10:00 AM (HKT) Atlas Search 結合 Apache Lucene 的力量 - 這是世界上最受歡迎搜尋引擎背後的技術 - 由 MongoDB Atlas 背後開發人員集結高效能、擴充性和彈性完成，讓您的所有 MongoDB 應用程式比以往更容易整合相關快速搜尋功能。 參加我們的 Atlas Search 簡介線上研討會，幾個點選動作和鍵盤敲擊動作，我們就能揭開搜尋列背後的奧妙。我們將徹底搜尋不同的資料類型，包括文字、數字、日期和 geoJSON，同時探索各式各樣的搜尋功能。 無論您是初探資料庫領域的新手，還是想溫故知新的開發者，這場線上網路研討會將帶您從根本理解 Atlas Seach 的運作精髓，並透過即時操作示範，快速提升實戰效率！

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Intro to Atlas Search Webinar

July 2, 2025 10:00 AM HKT Atlas Search combines the power of Apache Lucene — the technology behind the world’s most popular search engines — with the efficiency, scale, and resilience of MongoDB Atlas to make it easier than ever to integrate fast, relevance-based search capabilities into all of your MongoDB applications. This webinar will show you how to search through different data types, including text, numbers, dates, and geoJSON and demonstrate a variety of search capabilities. (This webinar will be delivered in Cantonese)

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Adopting AI-Driven Transformation with MongoDB, Capgemini and AWS

Our recent webinar, “Adopting AI-Driven Transformation with MongoDB, AWS, and Capgemini,” is now available on demand. In this webinar, presenters from MongoDB, AWS, and Capgemini discuss an AI-powered integration enhances customer engagement, streamlines operations, and drives growth across industries. Watch this webinar to learn how to: Seamlessly integrate AI-driven capabilities into operations and core applications. Move beyond legacy limitations and unify data across disparate, siloed systems. Accelerate application development and shrink time-to-market with prebuilt accelerators for industry-specific domains. Use AWS services, like Amazon Lex and AWS Lambda to enable personalized, scalable conversational AI across channels.

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Session 1 - Data Modeling for MongoDB

In this workshop on data modeling to learn how MongoDB’s flexible document model compares to traditional relational models. Together, we’ll walk through the MongoDB data modeling methodology: Identify entities Quantify application workloads Model relationships with embedding or referencing We’ll apply this methodology through practical exercises to build the schema for a sample application—a library management system. Additionally, you will learn how to use MongoDB’s schema validation to ensure data integrity and consistency. At the end of this workshop, you will have the opportunity to earn the Relational to Document Model MongoDB skill badge that you can add to your LinkedIn profile.

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Session 2 - Schema Design Patterns and Antipatterns

In this hands-on data modeling workshop, we will explore common MongoDB schema design patterns and learn how to avoid antipatterns. You will get first-hand experience with the following patterns: Extended reference Computed Inheritance We’ll also cover common schema design antipatterns: Unbounded arrays Bloated documents You’ll learn not only how to identify these antipatterns but also why they can be detrimental to your database’s performance. At the end of this workshop, you’ll have the opportunity to earn the Schema Design Patterns and Antipatterns MongoDB skill badge that you can add to your LinkedIn profile.

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Session 3 - Simplify Data Processing with the Aggregation Framework

Elevate your querying skills with this hands-on workshop. Dive deep into MongoDB's Aggregation Framework, unraveling its potential to construct intricate queries. Join us for a hands-on experience, where you'll tackle exercises that empower you to use aggregation pipelines effectively. By the end, you'll wield the tools you need to conquer complexity and harness MongoDB's querying prowess. At the end of this workshop, you’ll have the opportunity to earn the Fundamentals of Data Transformation skill badge that you can add to your LinkedIn profile.

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Back to Basics 深入淺出 - MongoDB 零基礎快速上手

本次研討會中，您將深入掌握「文件型資料庫」的核心知識，剖析其如何以靈活性與擴展性，成為傳統關聯式資料庫的熱門替代方案。除了理論解析，您還能獲得實戰建議，學習如何充分發揮MongoDB的技術潛能。透過「溫故知新」系列網路研討會，我們將引導您探索全球最普及的NoSQL資料庫——MongoDB的基礎架構與設計精髓。 無論您是初探資料庫領域的新手，或已具備技術背景的開發者，本活動皆能為您提供關鍵洞見與實用工具，讓您在雲端時代的數據浪潮中掌握先機、脫穎而出！

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Back to Basics with MongoDB Webinar Hong Kong

Sign up to learn the fundamentals of the document database and why they have become the widely used alternative to traditional relational databases, with direct access to a MongoDB expert who will help you make the most of MongoDB. In Back to Basics webinar, we'll introduce you to the foundational concepts of the world's most popular NoSQL database, MongoDB and explain how you can leverage the MongoDB Cloud to build modern, data-driven applications.

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