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Frequently Asked Questions
Yes! Check out data analytics events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the data analytics events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find data analytics events near your location here. Connect with your local community and discover events within your area.
Data Analytics Events Today
Join in-person Data Analytics events happening right now
Data Tuesday Singapore #28 - AI Reliability Gap - RAG, search and LLM evaluation
## **Just another Tuesday?**
Join us for another casual morning coffee to meet new tech and data industry people - to discuss and explore data innovation in use cases such as Robotics, ML, AI, Quantum Computing, AI Governance, Data governance, synthetic data, Data Regulation, finance, state of data talent demand, investment environment and more!
# **This month’s topic: The AI Reliability Gap - RAG, search and LLM evaluation**
# AI adoption has moved faster than the ability to measure, control and debug it, creating a clear reliability gap in production systems. This event focuses on RAG, search and LLM evaluation - how to ensure AI outputs are correct, consistent and explainable in real use.
Join for a morning networking session ahead of conference week. Casual coffee and peer discussion for professionals in data, AI and business.
We’ll discuss how data governance, operating models, talent capability, infrastructure, and regulation are shaping real-world AI adoption - and what’s evolving as organisations grow.
Expect open, peer-to-peer conversations on topics - No formal presentations. No sales pitches. Just shared learning.
**Location**
The location is The Terrace Cafe at Conrad Centennial, next to the Millennia Walk Monument Square. Please try to locate organizer (Desiree, Zhijing, Michael, Robert or Ville) we do not have specific signage.
**Two rules of the DT event:**
1. Strictly no soliciting or shilling.
2. Coffee is not free. In fact, it is expensive (but of great quality). Please do the right thing and order a coffee or drink, so we can appreciate the amazing venue we have. Breakfast available.
Thank you - we look forward to seeing you on Tuesday morning!
**How to find us:**
Location: The Terrace cafe - Conrad Centennial Singapore 2 Temasek Blvd Singapore 038982
Cafe is next to Monument Square of Millenia Walk (18-metre tall white marble spiral helix and roundabout).
From Conrad lobby walk through to the other side. You can see The Terrace cafe at the corner of roundabout. Ask Lobby for directions if you can't find.
AI for Workplace Safety and Health
## AI for WSH
Join us for an evening of sharing, discussion, and connection at the intersection of AI and sustainability.
This meetup brings together WSH professionals who are exploring how Artificial Intelligence can support their work—from reporting and data analysis to decision-making and strategy. Rather than a formal seminar, this session is designed as an open and collaborative space to exchange ideas, experiences, and practical insights.
Tue 7pm FitFam bootcamp @ SportsHub
🚨 ***FIRST TIMERS*** 🚨
* This is a 90-min Intermediate-level fitness bootcamp suggested for those who do HIIT/bootcamps/F45/etc at least 2x/week
* Depending on weather/WOD, we rotate between 5 different spots, thus check comments/photos here on Tue 6pm for exact location & grouping
* Rain-or-shine event: won't be cancelled. Held under shelter if it rains
* RSVP closes on Tuesday 530pm. If you’re unable to attend, kindly cancel your RSVP by then, so our leaders have a more accurate count to plan the workouts more effectively
* Recommended: Water, Mat, Gloves, Light weight/bottles for added resistance
Cya then!
🔊 ***DISCLAIMER*** 🔊
Please take a minute to read the following information regarding your participation in FitFam workouts. By signing up for this session, you confirm that you have read and understood the terms and risks detailed in our Disclaimer and Release of Liability Agreement: https://drive.google.com/file/d/1MV9siOKELtbsSmCwwvp1rzJ-_GiAHGEW/view
Tuesday Reading @ Clementi
Welcome! Gist below! :-)
1. Bring a book to the meet!
2. Buy a drink (and a bite if you're hungry).
3. Say hi to the folks.
4. Read!
5. We'll do a short round of intros and a short sharing at the end too. :)
Come in and find us (we're probably the only reading group)! In the event that the place is full, we'll find a back up nearby. :-)
This is a limited seats, small group event, so do try to update your RSVP early if your plans change! Thanks in advance!
Nearest MRT: Clementi
JuniorDevSG - Code & Tell May 2026
**Event Date:** Tuesday, 12 May 2026
**Venue:** PayPal Singapore
5 TEMASEK BOULEVARD
#07-01
SUNTEC TOWER FIVE
SINGAPORE (038985)
***NO FOOD PROVIDED FOR THIS MEETUP***
**Venue Sponsor:** PayPal Singapore
Fill up this form below to register your name to the venue for the QR code to access the building.
**[https://invites.envoy.com/group-invite/O2vVZWH0Atu9prjD](https://invites.envoy.com/group-invite/O2vVZWH0Atu9prjD)**
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
**Presentation**
**Topic: AI for Software Developers**
AI is rapidly changing how software is built, but many developers are still unclear on how to move from using AI tools to actually building AI-powered applications and agents.
This talk breaks down the key concepts every developer needs to understand, including large language models, tokens, embeddings, retrieval-augmented generation (RAG), and AI agents.
The session will be delivered by three speakers from the Women Developers Singapore (WDS) community. The talk will be structured as a cohesive walkthrough: from how AI models understand language, to how they access data, and finally how developers can build production-ready AI applications and agents.
**About the Speakers:**
**Saloni**
Saloni is a Senior Software Developer. As a Co-Director of WomenDevsSG (WDS), she plays a pivotal role in organizing events and initiatives that support women in tech. She is also the cohost of ragTech, a tech podcast aiming to breakdown tech for all. She believes Teaching is the best way to learn.
**Manaswini**
Manaswini is a Senior Backend Engineer passionate about tackling challenging problems in this space. She loves empowering women through technology and volunteers in different communities to support this mission. She is also drawn to the start-up space, where she gets to combine her love for building systems with creating real-world impact.
**Gitansha**
Gitansha Aggarwal is an AI and Digital Solutions Developer focused on building impactful solutions and exploring real-world applications of AI. She is an active member of WomenDevsSG (WDS), supporting initiatives that empower women in tech.
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
**Career Q&A**
Ever wonder what happens behind the scenes once you hit "Pay Now"? Two engineers from PayPal, Heman and Reuben, will be hosting a career Q&A. It’s a chance to hear what it’s actually like to build and ship code that powers global payments at an eye-watering scale.
**About the Speakers:**
**Heman**
Heman is a Senior Software Engineer at PayPal Singapore, working on global payments infrastructure, including merchant onboarding, checkout systems, and multi-country expansion serving global markets.
Before PayPal, he built systems across health tech, SaaS, and HR tech, as a Senior Developer at Synapxe, at Teamspirit, a Japan-based SaaS company, and at ManpowerGroup developing in-house HR systems.
He has been actively applying AI to accelerate his engineering workflow, building his own code intelligence platform and AI-powered workflow orchestration tools. His hands-on experience integrating AI into day-to-day development gives him a practical perspective on what works, and how engineers can leverage these tools effectively.
**Reuben**
Reuben is a Software Engineer at PayPal, where he works on AI-driven systems for code generation and testing automation. Previously at Ascenda, he built core loyalty infrastructure connecting banks to loyalty programs across the full stack, from backend services to frontend interfaces to scaling. Passionate about giving back, Reuben actively mentors fresh graduates and students looking to break into the tech industry.
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
**Schedule:**
6:30 to 7:30 - Event Registration & Networking
7:30 to 7:45 - Introductory Remarks
7:45 to 8:45 - Panel
9:00 to 9:30 - Career Q&A
9:30 - Supper
**About JuniorDev SG:**
JuniorDev SG is a developer interest group that focuses on providing a place for junior developers to learn and network with each other.
At the same time, we seek to be a support system to help junior developers break into tech, navigate their careers as well growing them to one day become senior developers or tech leaders in the tech industry.
Data Analytics Events This Week
Discover what is happening in the next few days
How to Use AI to Attract Leads & Customers from the Cold Market
## Struggling to Get Leads from People Who Don’t Know You?
You’re posting content… trying different strategies… maybe even using AI tools…
But still not getting consistent leads or customers.
If that sounds familiar, this session is for you.
## How AI Can Help You Attract Cold Leads (Without Overcomplicating It)
In this live, in-person workshop, you’ll learn simple and practical ways to use AI to:
* Reach cold audiences more effectively
* Generate interest without sounding “salesy”
* Create content that attracts potential customers
* Approach lead generation in a clearer, more structured way
Everything will be explained in a beginner-friendly manner — no technical background required.
## Imagine Having a Clearer Way to Attract Customers
Instead of guessing what works…
You’ll start to see how to:
* Turn strangers into interested leads
* Use AI to save time and effort
* Build a simple approach to attract potential customers
This session focuses on practical understanding — not theory.
## Secure Your Seat
This is a small-group, in-person session to ensure quality learning and interaction.
👉 Reserve your seat now to learn how to start attracting leads and customers using AI.
Beyond Vibe Coding: Hands-on Workshop on Spec Coding | 16 May | Singapore
Join this in-person hands-on workshop startup founders and developers to learn spec coding and build an app using spec coding in Singapore
Join us for an exclusive in-person hands-on workshop on 16 May in Singapore to elevate your software development practice using Agentic Spec Coding with sam.navan.ai
### **Workshop Details:**
* **Date:** 16 May (Saturday)
* **Time:** 9:00 am - 11:00 am SGT
* **Location:** The Working Capitol, 1 Keong Saik Road, Singapore. Map link for the venue: [https://maps.app.goo.gl/jNCzRCNXt6XyMWRe9](https://maps.app.goo.gl/jNCzRCNXt6XyMWRe9)
* **Fee:** SGD 40 per participant
### **Agenda:**
* Going beyond vibe coding: what is spec coding?
* Difference between vibe coding & spec coding
* Getting started with spec coding - tools, agents and setup
* Hands-on: Building a web app using spec coding
* Networking
### **Who is it for:** Startup founders and software developers
### **What you get:**
* Learn Agentic Spec Coding hands-on.
* Access to sam.navan.ai to build your application using agentic spec coding.
* Access to SAM agents on Antigravity, Cursor, and Claude Code.
* Understand how traditional software development works and how you can automate it using AI.
* Learn to build your application using Agentic Spec Coding.
* Networking with peers from the industry.
### **Trainer for the workshop:**
Santosh Rout - Founder of navan.ai and Saaragh. Santosh is an alumnus of IIT Kanpur with over 25 years of experience in IT and AI. He has built and launched several AI and GenAI products and solutions.
### **Sponsors and Partners:**
* Venue Partner: The Working Capitol: [https://www.theworkingcapitol.com/](https://www.theworkingcapitol.com/)
**Get a FREE 1-day pass at The Working Capitol's coworking space by attending this event.**
### **Organized by navan.ai:**
[navan.ai](https://navan.ai/) is an AI & Generative AI products and solutions company headquartered in Singapore with operations in Singapore and India. We also run a bootcamp to help founders to convert their ideas into scalable products using agentic spec coding. Know more about the bootcamp here: [asca.navan.ai](https://asca.navan.ai/)
### **Want to join us as a community partner? Contact Us:**
For questions or further information:
* **Website:** [navan.ai](https://navan.ai/)
* **Email:** varun@navan\.ai\| connect@navan\.ai
* **Phone:** \+91 8655482220 \| \+65 8608 9171
### **Register NOW to save your spot: [https://www.eventbrite.sg/e/beyond-vibe-coding-hands-on-workshop-on-spec-coding-25-apr-singapore-tickets-1986892100759](https://www.eventbrite.sg/e/beyond-vibe-coding-hands-on-workshop-on-spec-coding-25-apr-singapore-tickets-1986892100759)**
Take Control of the 3 Highs - Simple Ways to Improve Your Health Naturally
Are your blood pressure, blood sugar, or cholesterol levels quietly rising — even though you “feel fine”?
Most people don’t take action until it starts affecting their daily life…
Low energy, poor sleep, stubborn weight gain, and relying more on medication.
It doesn’t have to get to that stage.
Join our **offline health sharing session** and discover simple, practical ways to manage the “3 Highs” — without extreme diets or complicated routines.
You’ll learn:
• Easy lifestyle shifts to support healthier numbers
• Smarter nutrition choices that fit your daily routine
• How to build sustainable habits for long-term wellness
Imagine waking up with more energy, thinking more clearly, and feeling confident that you’re back in control of your health.
Whether your goal is prevention, improvement, or maintaining long-term wellness — this session will give you actionable steps you can start immediately.
Seats are intentionally limited to ensure a focused, high-quality experience.
👉 Secure your seat now — message us or register today before spots are filled.
AI Engineer Gemini Event
AI Engineer is coming to Singapore - and Google DeepMind (as a sponsor of the event) also wants to contribute to its general aura of awesomeness!
Talks (subject to updates...):
**"Prototyping fast in Antigravity" - Ivan Leo**
Ivan has been using Google Antigravity to rapidly build and prototype systems-level Zig libraries like teul and gil. He’ll walk through his actual day-to-day workflow and share the biggest lessons he's learned about steering AI when writing low-level code. Before joining Google DeepMind, Ivan worked on building agents at Manus AI (SG) before its acquisition by Meta in 2026, and so brings a practical view on what it takes to turn agent capabilities into products developers can actually use.
**"Robotics Planning with Gemini" - Chaitanya Jadhav & Anurag Roy**
Seizing the opportunity to do a lightning talk at the intersection of Robotics (the subject of the April MeetUp) and Gemini, Anurag and Chaitanya will demonstrate how Gemini's multimodal and reasoning capabilities can power a pipeline that converts photos of an indoor space into a map and generates executable task plans for robots with different embodiments.
**"Something cool with TTS" - Martin Andrews**
In this lightning talk, Martin has been playing with the Gemini Flash TTS models - and will demo both its regular API, and how it can be incorporated into various workflows.
**"From Lab to Laundry: Scaling Robot Autonomy in the Real World" - Daniel Ng & Siddharth Krishnan**
Google DeepMind’s ALOHA accelerated robot learning and model development, yet a gap remains between successful lab demos and robots working reliably in production. Daniel and Siddharth share their experience deploying ALOHA-based teleoperated robots in real work environments to bridge this autonomy gap; and explain why teleoperation will play key role in autonomous deployment. Apparently, there will be hardware!
**FOOD UPDATE :** Google has told us that **there WILL BE** pizza at the event
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Talks will start at 7:10pm (entry at 6:45pm) and end at around 9:00pm, at which point attendees can come up to the front for a bit of a chat with each other, and the speakers.
Due to some recent security incidents at the venue please take note of the new DevSpace security procedures [https://bit.ly/devspace-security](https://bit.ly/devspace-security)
Attendees will not be admitted later than 15min after the talks have started.
As always, we're actively looking for more speakers - both '30 minutes long-form', and lightning talks. For the lightning talks, we welcome folks to come and talk about something cool they've done with keras, PyTorch, JAX and/or Deep Learning for 5-10mins (so, if you have slides, then #max=10). We believe that the key ingredient for the success of a Lightning Talk is simply the cool/interesting factor. It doesn't matter whether you're an expert or an enthusiastic beginner: Given the responses we have had to previous talks, we're sure there are lots of people who would love to hear what you've been playing with. If you're interested in talking, please just introduce yourself to Martin at one of the events.
STACK Meetup [Engr.]: Balancing Stability & Agility in a Multi-Product Ecosystem
**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-14may2026-mc) only.**
* Seats are on a first-come, first-served basis.
* For admission into our event space, please register beforehand via GovEntry only.
* Please present the QR code within your registration confirmation email upon check-in at our event space.
**About this Meetup**
Balancing speed and stability is a constant challenge in evolving multi-product ecosystems, where teams must make deliberate trade-offs between rapid iteration and long-term reliability.
In this edition of ***STACK Meetup [Engineering]***, GovTech speakers from the ***GovWallet suite – GovEntry, GovRewards, GovSupply, and GovWallet*** – will share their grounded experiences from building and scaling across multiple products, offering a closer look at how engineering teams make decisions, prioritise effectively, and evolve systems as complexity grows.
Whether you’re shaping architecture, building systems or driving delivery, gain practical perspectives on making better trade-offs, prioritising effectively, and building with greater clarity and intent. Learn with us today: **[go.gov.sg/stackmeetup-14may2026-mc](https://go.gov.sg/stackmeetup-14may2026-mc)**!
Who should attend: Software engineers, backend developers, system designers, and engineering managers, who are building and scaling systems across multiple products.
**Programme**
6:30pm: Networking
7:00pm: Introduction
By STACK Community
7:05pm: Opening
By Satoshi Hayashi, Lead Product Manager, Platform Products, Government Digital Products (GDP), GovTech Singapore
7:15pm: Our API-First Journey: Building the Engine Before The Car
By Chia Wei Kang, Software Engineer, Government Digital Products - GovEntry, GovTech Singapore
7:35pm: The Art of Small Wins: Build Only What You Need, When You Need It
By Alvin Choong, Engineering Manager, Government Digital Products - GovEntry, GovTech Singapore
7:55pm: Diving Into Various Multi-Product Use Cases and Our Learnings
By Immanuella Lim, Engineering Manager, Government Digital Products - GovWallet, GovTech Singapore
8:15pm: Q&A
8:30pm: End of STACK Meetup
Click **[here](https://go.gov.sg/stackmeetup-14may2026-mc)\*** to sign up!
\*Registration will be accepted via GovEntry only.
Ship Agents That Earn Trust
**Ship Agents That Earn Trust**
Wed\, 13 May 2026 \| 2:00 PM – 6:30 PM SGT
📍 \*SCAPE, L5 TreeTop, 2 Orchard Link, Singapore 237978
🎫 Complimentary food and drinks provided
⸻
**About the Event**
Every AI team is building agents, but very few can answer what happens when those agents need to act outside their own system.
When an AI agent crosses an organisational boundary, it carries no verifiable identity. There is no way for the system on the other side to confirm what it is authorised to do, who sent it, or whether it can be trusted at all. The result is a trust gap that no amount of model improvement closes, because it is an infrastructure problem, not an intelligence one.
This afternoon brings together AI founders and builders to confront that gap directly. Glenn Gore, CEO of Affinidi and former AWS Chief Architect, will give an opening address on building the Internet of Trust, and we will have a guest speaker, Managing Director of Temasek, Pradyumna Agrawal, who will speak about identity, trust, and the future of AI agents.
You will also hear from a select group of AI companies already building on Affinidi Trust Fabric, sharing their production challenges.
Whether you are architecting agentic infrastructure, building AI products, or stress-testing your assumptions about what trustworthy agents actually require, this is a conversation worth leaning in. Expect sharp thinking, real use cases, and the space to connect with a community of founders and builders working on the same hard problems.
Complimentary dinner and drinks are included as the afternoon winds down, to continue conversations.
RSVP on LUMA required: [https://luma.com/2lv08v20](https://luma.com/2lv08v20)
⸻
**🛠 What's Happening**
2:00 PM — **Registration and networking**
2:35 PM — **Opening Address by Glenn Gore**, CEO of Affinidi and former Chief Architect at AWS: *Building the Internet of Trust*
2:50 PM — **Guest Speaker: Pradyumna Agrawal**, Managing Director of Temasek: *Identity, Trust, and the Future of AI Agents*
3:05 PM — **Community Spotlight: Arul Murugan,** Founder, GrowthLab
3:15 PM — **Featured builder spotlights**: How AI companies are applying Affinidi Trust Fabric in real-world agentic solutions
4:40 PM — **Panel discussion and audience Q&A**
5:20 PM — **Networking dinner and builder conversations**: Mingle with founders, AI leaders, and builders over dinner. Meet the Affinidi team for a closer look at early access opportunities.
6:30 PM — **Event ends**
⸻
**🍽 Food & Drinks**
Dinner will be served during the networking session, so you can keep the conversations going with fellow founders, AI leaders, and builders.
⸻
**📍 Venue**
\*SCAPE, TreeTop — Level 5 2 Orchard Link, Singapore 237978
⸻
**🏠 Organised by**
[GrowthLab.sg](https://growthlab.sg/?utm_source=luma) An all-in-one founders platform — connecting Singapore's startup community to the world through events, resources, and tools to help founders build and grow. [linktr.ee/GrowthLab.sg](https://linktr.ee/GrowthLab.sg?utm_source=luma)
Affinidi is building the trust infrastructure the Internet never had. Its technology gives builders and organisations the architecture and tools to enable verifiable, privacy-preserving interactions between people, businesses, systems, and AI agents, via open standards with zero vendor lock-in. Founded by Temasek and an active contributor to the Linux Foundation, Affinidi is helping define the trust layer the digital economy needs. Find out more at [www.affinidi.com](https://www.affinidi.com/?utm_source=luma).
⸻
**🤝 Supported by**
\*SCAPE A youth development space by the National Youth Council, providing a platform for young people to explore their passions, develop their potential, and connect with a community of like-minded individuals. [www.scape.sg](https://www.scape.sg/?utm_source=luma)
⸻
**🔗 Stay Connected**
[linktr.ee/GrowthLab.sg](https://linktr.ee/GrowthLab.sg?utm_source=luma)
#TrustedAI #AIAgents #Affinidi #GrowthLab #AgenticAI #SingaporeStartups #BuildInPublic
[Networking for Impact] Thursdays Casual Chat
**You’ve built a career—but are you building something that truly matters?**
If you’ve ever wondered whether your skills could be used for something more meaningful, you’re not alone.
Join us for an evening of professional networking and knowledge sharing focused on meaningful work and venture building. Connect with like-minded professionals, engage in meaningful conversations, and discover opportunities to contribute to a more sustainable future.
This meetup is the perfect platform to expand your network, exchange ideas, and learn the secrets behind venture building.
Let’s explore how your experience can help build a better future—alongside others who are turning that same restlessness into real impact.
[Note: Do get a drink or food from the venue to support them]
Data Analytics Events Near You
Connect with your local Data Analytics community
CBusData - Practical AI for Power BI Developers
Practical AI for Power BI Developers
A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective.
This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly.
Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.
Data & Analytics Wednesday - Mapping and Dashboards
**Total Eclipse of the Chart: School Redistricting Dashboards**
In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these.
While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics.
**About Our Speaker**
Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council.
Thanks to our 2026 sponsors:
[Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro)
More info at [cbusdaw.com](https://cbusdaw.com)
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs.
This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context.
We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing.
**SPEAKER BIO**
Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments.
https://www.linkedin.com/in/mosaic-basha-syed-92300856
**CALL FOR SPEAKERS**
Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/)
**THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/)
**DIRECTIONS**
8800 Lyra Dr #450 · Columbus, OH
go to 4th floor.
**Want to sponsor the pizza and/or bar tab?**
Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com
Quarterly Community Gathering
Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space.
No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving.
If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share.
Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus.
Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/)
Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)
May Ann Arbor R Users' Group Meeting - AI in Positron
**We'll have two meetings covering AI - this second one is for Positron**
We will review which AI features are linked in for Positron, and how to use them.
**Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron
You can download documents, or clone/fork the repository.
**Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures.
**This will be a hybrid meeting - the Zoom session starts at 6:30 PM.**
**Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation.
**Zoom information:**
https://us06web.zoom.us/j/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377
Passcode: 940392
**If you can't get in, please call me at: 734 223-3307**
**The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**
LLM Showdown: ChatGPT vs Claude vs Gemini vs Local Models
Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability.
You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required.
LOGISTICS AND PARKING:
The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks!
The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.
COhPy Monthly Meeting
**Improving Office in Franklinton**
Physical location:
Improving Office
330 Rush Alley Suite #150
Columbus, OH 43215
Schedule:
6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages.
6:30 to 8:00 pm. Main meeting and presentation(s).
Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades.
We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com











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