Computer Training

Welcome back to our meetup in June. * **06:00 PM** Registration, dinner, networking * **06:30 PM** Talk starts Talk 1: Practical AI from Gemini Embedding 2 for Simplified RAG Search with Rich Context and Less Preprocessing - Imagine the possibilities if you could find a document using an image, or find audio from a report, or find a video with a sentence. \- Simplifies RAG Systems \(one multimodal retrieval pipeline instead of multiple fragmented systems\) \- Less preprocessing \(e\.g\. no transcription needed\) less infrastructure complexity \- Richer context \(text \+ visuals \+ audio\) \- A major step from “document chatbots” to truly context\-aware AI systems Gemini Embedding 2 changes what Retrieval-Augmented Generation (RAG) can fundamentally do. Instead of treating text, images, audio, video, and documents as separate systems, AI can now retrieve and reason across all of them together in one shared understanding layer. This means users can search videos with natural language, retrieve diagrams from spoken conversations, match screenshots to documentation, or ground AI agents with real-world multimodal context — capabilities that were previously complex or unreliable without multiple specialized pipelines. Talk 2: Designing Memory Systems for AI Agents AI agents need memory to maintain context across sessions, learn from experience, and handle long-running tasks. The challenge? Deciding what to remember, where to store it, and how to retrieve it when it matters. In this workshop, you'll learn a practical framework for architecting memory systems that actually work in production. We'll cover: \- Types of memory in agentic systems \- Storage patterns: Where to persist memories and how to structure them for retrieval \- Retrieval strategies: Combining vector search with metadata\, recency\, and other signals \- Memory lifecycle: When to create\, update\, or prune memories to keep your system performant You'll apply this framework by building memory into an AI agent and seeing how different design choices impact behavior. You will be provided with all the resources required to successfully execute the hands-on portions of the workshop, including Jupyter Notebook templates with pseudocode. During the workshop, you will replace the pseudocode in the templates with your code. At the end of the workshop, you will also be able to check your learning and earn a skill badge to share with your network! https://learn.mongodb.com/courses/memory-for-ai-applications ## **Future Talk: TBA** **Awaiting confirmation: Federated Layer to Manage a Multi-Agent Synthetic Workforce** Agents are starting to act as workers in real production systems, and workers need a management layer. The question everyone should take back to your laptop: in my own agent stack, what happens on the second concurrent write, and can I prove, today, under whose authority my agent acted? How do I manage my synthetic workforce in production.

http://photos1.meetupstatic.com/photos/event/d/5/8/7/600_434874663.jpeg Check out http://www.A2Movements.com for detailed info! [Parkour Training] Tuesday 7pm at Free Runner Lodge Bring water, wear sporty attire (long pants & covered shoes + rubber sole and the waiver form (can be found on website)

As part of our effort to promote Chinese Culture and Traditional Martial Arts, Xin Ying Wushu Training Centre partners with renown martial arts organizations and Masters to offer top notch training courses in traditional martial arts. Many Styles are offered. ### **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 ### **Cancellation Policy** Credits will be considered used if class is cancelled within 24 hours before the start of the lesson

🎤 The Premium Vocal Class in Singapore Meet the No.1 Korean Vocal Trainer since 2012 “Bring the song you cannot sing now — I’ll make sure you can. If not, I’ll refund.” ⸻ Why Choose LIM MIRI (林美利)? ✨ Singapore’s Top Korean Vocal Coach • 13+ years of teaching (since 2012) • Holder of National Level 1 Vocal Training Certificate • Winner of Busan MBC Hyunin Music Competition 🏆 • Vocal coach of the 2024 Best Song Award Winner • Professional singer & teacher with international stage experience ⸻ N-in-1 Premium Class With one coach, you can master all genres: • 🎼 Classical vocalisation • 🎷 Jazz vocalisation • 🎤 Pop, K-pop, J-pop, C-pop • 🎸 Rock vocalisation 👉 No need for multiple teachers. 👉 A single, streamlined premium program to cover every vocal style. ⸻ The Guarantee: High Notes, Real Voice 🎶 +5 Keys Up in Chest Voice — Guaranteed If you can’t reach the high notes with your real voice (진성), I will refund. That’s how confident I am. Bring the songs you cannot sing now — you’ll sing them flawlessly within my training. ⸻ More Than Singing — A Voice for Life This is not just about singing. I also provide speech correction & vocal health training for: • Professionals who lose their voice easily when speaking • Students struggling with presentation & public speaking • Anyone who wants a clear, powerful daily voice 👉 When your voice changes, your whole life becomes happier. ⸻ The Premium Experience 💎 Every session is 3x more effective than ordinary classes. 💎 In just 4 lessons, you will discover your inner voice. 💎 A deep, high-quality curriculum designed originally for students preparing to debut as professional singers in Korea. This is not a casual hobby class — it’s a transformational premium program that delivers results. ⸻ Courses 💎 Trial Session 40 minutes — only $20 🎤 1:1 Premium Coaching $550 / 1 pax / 4 lessons / 45 min each 🎶 2 Pax Group Session $350 / each pax / 4 lessons / 50 min each ⸻ Start Now 🎵 Don’t miss the chance to learn from the best Korean vocal trainer in Singapore. 📩 Contact me today and experience the class that no one else can offer. ⸻ 🔖 #PremiumVocalClass #LuxuryTraining 🔖 #Kpop #Pop #Jazz #Classical #R&B #Cpop #Jpop 🔖 #HighNoteGuarantee #LifeChangingVoice whatsapp 8955 3824

Our classes are led by certified instructors who will teach you the proper techniques and strategies to help you dominate on the court. You will have a great time getting some exercise, meeting new people, and improving your pickleball game in a way that is efficient and impactful. ### **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 ### **Cancellation Policy** Credits will be considered used if class is cancelled within 24 hours before the start of the lesson

🚨 ***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

Have you been playing for some time but still feel your game is not improving? Many players practice regularly but never receive proper guidance on the right fundamentals. This session is designed to help you understand the basics more clearly, improve consistency, and gain confidence in real match situations. Through structured robot training and guided practice, you can expect to: • Improve consistency and ball control • Develop more stable and reliable strokes • Understand proper timing and contact • Build greater confidence during rallies and matches • Reduce common mistakes and bad habits • Learn how to apply training into real game situations I will personally guide the session, share practical training methods that helped improve my own game, and provide simple feedback to support your development. Duration: 3 hours Group Size: Small group (maximum 6 players) Suitable for: Beginners and developing players, or anyone who feels stuck and wants proper guidance to improve their game. Fee: $40 per player How to Join: Please PM me your name and mobile number to reserve a slot. Limited to 6 players per session. First come, first served. Session runs with minimum 4 players. Note: Kindly bring your own racket and proper non-marking indoor court shoes for safety and to protect the flooring. Let’s train with purpose and build better fundamentals together.

http://photos1.meetupstatic.com/photos/event/d/5/8/7/600_434874663.jpeg Check out www.A2Movements.com (http://www.a2movements.com/) for detailed info! [Parkour Training] Bring water, wear sporty attire (long pants & covered shoes + rubber sole and the waiver form (can be found on website)

• Warm up (For example, Dynamic warm ups, Play using half the court, Jogging) • Basic Footwork Exercises (For example, Front-Back footwork, Front-Two footwork) • Basic Skills (For example, Lifting in both front, netting etc). Our methods combine the Technical, Physical and Strategic requirements of badminton to parallel realistic game-play where quality and effectiveness of training are not compromised. • Individualized skill training – Students discuss the techniques that they wish to refine with the coach and proceed to work on them. • Match play with strategic guidance. ### **Address** Toa Payoh East Community Club, 160 Lor 6 Toa Payoh, Singapore 319380 ### **Schedule** Fridays 730PM - 930PM ### **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.

📅 Date: Every Sunday 🕒 Meeting Time: 2:35 PM ⏰ Walk: 2:45 PM – 5:30 PM 📍 Starting Point: DT5 Beauty World MRT (Control Station/Passenger Service) This Summer in Japan, our group will be taking on the challenge of conquering Mount Fuji! 🗻 To prepare ourselves, we’ll be doing weekly training hikes every Sunday at Bukit Timah Nature Reserve — Singapore’s most iconic hiking spot and our training ground for the months ahead. If you’ve been wanting to challenge yourself, build stamina, improve fitness, or simply train with a supportive and motivated group, you’re welcome to join us. This route won’t be the easiest, but growth never happens in the comfort zone 💪 As a Stage 4 cancer survivor myself, if I can do this, I truly believe you can too. We also have more overseas hiking adventures planned in the future, so this is a great opportunity to start training together and meet fellow hiking enthusiasts! 👟 **What to bring:** Water, umbrella/raincoat, and wear comfortable sports attire & shoes, sun protection (cap or sunscreen), light snacks (optional). Let’s train, sweat, and grow stronger together — one step at a time. ⛰️

These lessons are meant for adults of all experiences and backgrounds. For new riders, our instructors will focus on coaching students on the basics of riding for polo, as well as safe handling of the horse. These polo lessons comprise two main sections training: 1) riding for polo instruction, (1/2 of the lesson), and 2) training for polo (1/2 of the lesson). Our training programs follow the AAP guidelines and principles for (a) riding for polo technique, (b) polo swing techniques and (c) polo tactics. ### **Address** 1 Equestrian Walk, Singapore 737863 ### **Schedule** Fridays 615PM - 655PM ### **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. ###

**For ages 10 to 12.** Thse classes are for competitive athletes aiming for the national youth team, Direct School Admission (DSA) or to simply keep fit and enjoy the sport. Starting at ages 9 or earlier, players then progress through U10 to U16 categories representing our club in local and overseas competitions. There will be land and pool sessions throughout the week. There will be **land and pool sessions** throughout the week. ### **Training Details** * This training is structured on a monthly basis. * Registration for a month's worth of training **can only be done at the start of each month.** * The student will need to be **proficient in swimming** and **have essential water polo skills** for enrolment in this training. Otherwise, the student is welcome to join the water polo school's pre-competitive training where he or she will learn the swimming and water polo skills needed for this competitive water polo training. ### **Weekly Training Schedule** * **Monday 7 - 9PM** (Pool session) * **Wednesday 6 - 7PM** (Land session) * **Wednesday 7 - 9PM** (Pool session) * **Friday 630PM - 8PM** (Pool session) * **Friday 8PM - 9PM** (Land session) * **Saturday 10AM - 11AM** (Land session) * **Saturday 11AM - 1PM** (Pool session) * **Sunday 9AM - 10AM** (Land session) * **Sunday 10AM - 12PM** (Pool session) ### **Address** 301 Lor 6 Toa Payoh, Singapore 319392 ### **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.

**For ages 18 and above.** Our experienced coaches will provide you with valuable insights and techniques that will help you improve your badminton game. You’ll learn how to play better shots, move more efficiently on the court, and develop your strategic thinking to outsmart your opponents. Our founder and head coach of BWA, Fang Yang has more than 10 years of coaching national and recreational players alike. As an ex-national player turned coach, Fang Yang hopes to share his love for badminton with his students through his knowledge of both theory and practical aspects of the sport. ### **Address** Cereza, Eunos, Chin Cheng Avenue 429401 **Schedule** Fridays 8PM - 10PM ### **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.

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. So please RSVP for a head count!

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

Rev. Steven Clevenger is an ordained spiritualist minister with over 40 years experience as a Spiritual Healer, Clairvoyant and Spiritual Teacher, educated and trained at the White Lily Chapel. Rev. Siobhan Wolf Shaffer is an ordained spiritualist minister and certified medium and healer with over 20 years experience. She began her development in 1988 in Pennsylvania and continued when she moved to Ohio in 1998 where she studied at Rays of Lights Church with Rev. Steven Clevenger. Our full worship services consist of an inspirational lecture, healing meditation, and messages from the spirit world that serve to demonstrate evidence of eternal life. Please visit our Official Church Website (http://raysoflightchurch.com) for more information.

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!