Data Analytics

## 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.

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.

**Avatar Agentic AI — AI Masterclass Series** Learn from AI Experts at Singapore's leading Agentic AI practice. Each session goes beyond theory — expect live practical demonstrations, real-world use cases, and hands-on practice with the latest AI tools transforming how businesses operate. Whether you're an SME owner, operations manager, or tech-curious professional, our masterclasses are designed to give you immediately applicable skills — from AI-powered workflows and WhatsApp automation to intelligent document processing and digital transformation strategies. Join us and experience AI the way it’s actually deployed — in action.

**Friday is our open co-working day.** ​​Friday is our open co-working day. Arrive anytime from 10AM — bring your laptop, grab any open seat, stay as long as you like. ​Most people show up after lunch and settle in before The Stage. It's quiet, focused, and builder- and founder-led. **The Stage @ 1.30pm: Demo Day!** Sign up for demos here: [https://www.notion.so/sq-collective/Demo-Day-The-Stage-303aae2f95ae80a78560c0502ee8ff6b?source=copy_link](https://www.notion.so/sq-collective/Demo-Day-The-Stage-303aae2f95ae80a78560c0502ee8ff6b?source=copy_link&utm_source=luma) This week is Demo Day. ​​Everyone gets 5 minutes to share what they are building. ​​If you are new, this is your chance to show what you are working on now. If you have presented before, come back and show how the project has changed since the last time. ​​The point is not polish. It is progress. Show the work as it is, share what has changed, and let the room see the build happening in real time. ​After the session, we go back to work.

Join us to discover more about The Enneagram and how it will boost your self-awareness and contribute to your future career! **Takeaways:** 1. Discover your unique strengths and how they align with your career path. 2. Identify your core fears, motivations, and unconscious behavioral patterns. 3. Break self-sabotaging habits, fostering greater self-awareness and empathy for others. **Fresh graduates, aspiring managers, and mid-career switchers are welcomed!**

# Tech Discussion: Agentic AI Practical Applications Reserve your seat to experience the future of autonomous Agentic AI in action. By: Mr. Krish Ambady, CTO, Avatar Agentic AI, Singapore. @ 51, Haji Lane, Coffee Shop, Singapore 189244. On Friday, 15 May 2026, 10:00 AM Limited to 10 seats (maximum). Reservations are on a first-come, first-served basis.

🌿 🇲🇾 Looking for a quick escape from the city grind? Hop in for a cross-border adventure where we’ll ride into a quiet enclave lined with green boulevards and photo-worthy architecture. After soaking in the peaceful vibes, we’ll take a leisurely walk through open spaces and calming landscapes, discovering charming little pockets along the way. We'll have lunch and dinner over at JB. Transport will be arranged through Grab, coordinated by our member volunteers. Just bring your passport, comfy shoes, and a happy spirit ready to explore! Confirmed participants will be added to our exclusive WhatsApp group for real-time updates 📲. If you’re adaptable, ready to explore, and value a fun group dynamic, this trip is for you! 🌟 1. Kindly only confirm if you are sure that you can make it, as last min drop-out deprive others a real chance to join. 😊 2. We don't charge anything for this trip. You pay for your own food and shared transport. 😀 Disclaimer: By joining this walk, you assume responsibility for your own safety and well-being 🚸, and will not hold the organizers/hosts liable for any loss or injury or other unforeseen events, ensuring a shared commitment to a safe and enjoyable experience for all. 😊 Thank you. 🙏

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)**

Soak in the golden-hour glow from CapitaSpring’s Sky Garden as the city transits from sunset to starlight. 🌆🏙 Afterward, we’ll head to Lau Pa Sat for dinner beneath its historic arches. It’ll be a relaxed evening of panoramic views, great food and nice company! **This is a limited tickets event. 🎟 🎫 Kindly only confirm if you are sure that you can make it, as last min drop-out deprive others a real chance to join. 😊** To protect your privacy, we do not collect telephone numbers 📵. Communication will be through the Event chat. Kindly check for any updates, especially on the day of the event, so that you will be updated on any changes. The route may be amended or the hike postponed in the event of inclement weather, for the safety of our walkers. 🚶🚶‍♂️ Exercise care while you walk. Please inform us when you feel unwell and need to drop out. *Disclaimer: By joining this walk, you assume responsibility for your own safety and well-being 🚸, and will not hold the organizers/hosts liable for any loss or injury or other unforeseen events, ensuring a shared commitment to a safe and enjoyable experience for all. 😊 Thank you. 🙏 Photo credit: Mothership

Enneagram Workshop Dinner Networking

⚠️ **REGISTRATION IS REQUIRED VIA [THIS LUMA FORM](https://luma.com/numbjl55)**[ ](forms.gle/saLWmbr5XbwUX8Jp8)⚠️ SHELLgym is the regular cybersecurity workout you have been looking for! Whether you're just starting out and need some exercises, studying for a cert (hint: OSCP), looking at CTF challenges, or developing something cybersecurity-related (maybe your own automated tools?), SHELLgym aims to help you progress in picking up practical cybersecurity knowledge and skills. Come and go as you please, work on your own stuff with like-minded individuals, or just have fun during the workout! **AGENDA** Thematic activities for this session * General web frameworks and their administration * Dockerisation * Web enum and attacks * Web defences, logging and threat hunting **⚠️ NOTE** Bring your own laptops (and laptop chargers). Optional - Linux VM **TRAINER** **KK Tan — Founder, counterShell** As a mid-careerist convert to cybersecurity, **Tan KK** picked up his practical skills through getting OSCP certified and by participating in a variety of CTFs. In his career at CSIT, he performed a variety of red-teaming and vulnerability research roles and established the Cyber Training School at CSIT as the Lead Instructor. Besides the OSCP certification, KK is also OSCE and OSEE certified, and has a Bachelor's degree in Social Science (Psychology). He now sees psychology as a field of study where you fuzz humans until they produce unexpected behaviour. **SPONSORS** * VENUE SPONSOR: [CyberSG TIG Collaboration Centre](https://www.linkedin.com/company/cybersg-tig-collaboration-centre) **IMPORTANT NOTICES** * Code of Conduct: [https://www.div0.sg/code-of-conduct](https://www.div0.sg/code-of-conduct) * Terms of Use & Disclaimer Notice: [https://www.div0.sg/terms-of-use-disclaimer-notice](https://www.div0.sg/terms-of-use-disclaimer-notice)

**[CONFIRMED TRIP]** **Trans Bukit Saga 410m + Bukit Apek 427m & 2 Waterfall Leisure Hikes** **Date: 15-16 May 2026(Fri–Sat)** ⚠️ Secure your spot early! 🌄 Perfect weekend getaway for hiking & waterfall lovers! 💨 Enjoy fresh air, greenery, and a rewarding nature escape from the city! **📲 INTERESTED? WhatsApp 94884478 (Wilfred) or RSVP:** **[https://www.meetup.com/lets-go-travelling-hiking/events/314192911/](https://www.meetup.com/lets-go-travelling-hiking/events/314192911/)** **EVENT HIGHLIGHTS** ✨ Both Bukit Apek and Bukit Saga are popular hiking spots in Ampang, connected by scenic jungle trails and waterfalls along the route. 🌿 Bukit Saga Trail • Mix of steep climbs and relaxing forest walks • Suitable for beginners & experienced hikers • Summit facilities: swings, hammocks & rest areas • Great panoramic KL skyline views (sunrise/sunset) 🌿 Bukit Apek Trail • Lush jungle adventure trail • Refreshing waterfall experience • Scenic viewpoints overlooking the city • Perfect for nature lovers & adventure seekers **📍 HIKE DETAILS** • Bukit Saga: 410m / 1,349 ft • Bukit Apek: 427m / 1,401 ft • Elevation Gain: \~859m +/- • Distance: \~10 km (loop/return) • Duration: 6–9 hours • Difficulty Level: 5/10 **💰 EVENT DETAILS** \* $140 / person • $130 / person (3 pax & above) **💳 PAYMENT** PayNow to UEN: 201727764C (Wilfred Go Travelling & Hiking Pte Ltd) OR Bank Transfer: DBS Current Account: 0029069789 📩 After payment, WhatsApp 94884478 with screenshot receipt TA License No: 03066 TA Name: WILFRED GO TRAVELLING & HIKING PTE LTD **To Connect With Us:** 1\. Telegram Channel: [https://t.me/wilfredtravelsg](https://t.me/wilfredtravelsg) 2\. Whatapps Channel: [https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l](https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l) 3\. Facebook: [https://www.facebook.com/events/calendar](https://www.facebook.com/events/calendar) **INCLUDE:** \* Transportation Van < 14 person Bus >15 person \* Group Lunch is included if groupsize 10 or more \* Mountain Guide/s \* Hiking Permit \* 1 Event Host **EXCLUDE:** \* Personal Insurance \* Items Not Mentioned In Itinerary **Suggested Itinerary:** **(Friday Night)** 1130pm- Marsiling MRT Bus Stop 1135pm -Depart to Custom **(Saturday), (D)** (Friday Night) 1130pm- Marsiling MRT Bus Stop Saturday 12pm-Depart JB Custom 330am- R&R breakfast & packed lunch 6am Briefing and commence Hike 1pm-Back to Carpark and wash-up 230pm- Depart 4pm-Seremban Town Shopping + Relax 530pm-Dinner 630pm-Depart 10pm-JB Custom 10pm-Marsiling MRT **Disclaimer, Indemnity and Terms of Participation:** The participant acknowledges that this is an adventure trip. The itinerary serves as a guide only and changes may be required. All participants are strongly advised to have travel insurance. The participant agrees to assume all risks and indemnifies the organizers against all claims, disputes.

Best value Saturday night in Tanjong Pagar" or "of free-flow for $25—the ultimate girls' night out." • Interactive Polls: If you're posting this on a story, use a sticker asking, "Classic or Lychee Martini?" to get people engaging with the post. Event Details Recap • Venue: NHC @ Tanjong Pagar (118 Tanjong Pagar Road). • Price: $25+ for free-flow martini buffet. • Timing: 6:00 PM – 9:00 PM. FREE FLOW 120 MIN TAKE THE LAST ODER 20 MINS BEFORE THE GIVEN TIMES PLEASE ORDER ONES BY ONES NOT ALL THE SAME TIMES! PLEASE DONT LEAVE ANY LEFTOVERS BEHIND!! THANK YOU VERY MUCH FOR YOUR UNDERSTANDING!

**For ages 18 and above.** Jive is a fast-tempo and energetic dance involving rhythmic quick leg action that accentuates the downbeat with a compact approach. It is a fun and lively dance that burns a lot of calories. ### **Address** 170 Upper Bukit Timah Rd, #08 - 01 Shopping Centre, Singapore 588179 ### **Schedule** Fridays 630PM - 715PM ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class. ###

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

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)

**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

**Abstract:** This is a practical playbook for building a production-grade data lakehouse. It walks through foundational principles — naming conventions, least-privilege access, automated CI/CD testing — before diving into medallion architecture. Furthermore, metadata-driven design patterns show how configuration tables and dynamic notebook orchestration eliminates hard-coded pipelines. The deck covers star schema modeling, guidance on choosing between Spark, Pandas, and SQL, and data quality enforcement using DQX with YAML data contracts. Finally, we dive into security best practices and performance optimizations. **Host:** Justin Shea, Mehdi Jeddi, Erik Pak, and Sou-Cheng Choi **Talk Format:** This is a hybrid event. To attend online, join us on Zoom here at 6pm: https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1 Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor:** Adyen, UIC College of Business, and PyData Chicago co-host this event. UIC will provide the meeting site. Adyen will sponsor pizza and soft drinks for the onsite participants. **Address:** University of Illinois - Chicago, Douglass Hall, Room 220, 705 S Morgan St, Chicago, IL 60607 **Logistics:** “UIC Douglass Hall” is recognized on Google Maps, which can guide you through campus. Once you arrive, proceed to the second floor, room number 220

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.