IT Coaching

🎤 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

**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.

Modern coaching methodology says that multi-level ability group is the best learning environment for enrolling new students, progression and achieving results. Aikido art from the beginning was designed to be suited for people different physical abilities. At Mumei Shudan, they continue this tradition and enable students to learn and experiment. They are dedicated to improving the skills of every student. They create focus points for learning at each class and combine them into progressive sequences within a week or a month. ### **Address** 149C Selegie Rd, Singapore 188314 ### **Schedule** Fridays 7PM - 8PM ### **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.

Most people in Singapore haven’t tried beach tennis yet — and honestly, that’s part of the appeal. It’s fast-paced like tennis, social like volleyball, and played barefoot on sand. You don’t need prior experience, and the learning curve is surprisingly quick. Beach tennis is big in Brazil, and it’s now starting to pick up in Singapore. Sessions are run by Pacific Beach Tennis Academy, which is Singapore's first dedicated beach tennis academy. If you’re looking to: – try a new sport without pressure – meet people in a more relaxed setting – or just switch things up from your usual workouts this might be worth checking out. Sessions are beginner-friendly, and all equipment is provided. If you’re keen or have any questions, feel free to message Luke at 8950 0295. You can learn more about Pacific Beach Tennis Academy here as well: Website: https://pbta.sg/ Instagram: https://www.instagram.com/pbta.sg/

This is a casual dinner session with a twist, curated for those who are keen or curious to meet participants from certain requirements. By signing up, you confirm that you meet at least one of the requirements as stated. **Which requirements do you meet? Must meet at least one.** A) Guy with at least 80k annual income. Or 75k for guys below age 36. B) Lady in 20s age range. C) with Masters, or PhD, or First/Second Upper Class Honours. D) Pleasant & above-average looking. Not self-proclaimed, but have been commented by others within the last few years. E) Owns asset. e.g. private house, or car, or fully paid HDB that is 3-room and above. F) Jovial, well-spoken & humourous. G) Intelligent & knowledgeable. Good in your studies and profession. H) Guy of at least 1.75m height. I) Physically fit & healthier than most people. Seldom on medical leave. J) Vision of 6/6. Never require spectacles or contact lenses before. K) You are somehow close but unsure if you fully meet any from A to J. However you believe that you are a good partner because you are a sincere & faithful person. Note that (F) to (K) will be indicated on the contact list. For (A) to (E), it will be privately made known to those that you have mutual match with, and vice versa. During the event, a Choice List will be provided for participants to make selections. 🔗 For event description and more details, refer to: **[https://www.oneplusone.com.sg/upevents.html#ifhave](https://www.oneplusone.com.sg/upevents.html#ifhave)** 📍Venue: **a restaurant or food outlet in town and near MRT**. It may not be halal. Disclosed only to confirmed applicants. 🕖 Meet-up time: **7pm**. Session is until around 9pm or earlier. Cost: **$10** (admin fees only). Require prepayment of this admin fee. Dinner will be at own expense, with spending requirement from $8-$10 for meal. It's a casual and affordable spot. 🎂 **Recommended age range: mid-20s to the 30s, or close to that range**. For males who are around mid-20s or below, we recommend checking with us for suitability before applying. ✅\* *Please bring your Singpass mobile app for quick on-site verification that your marital status is Single (open app > View all > Family > Marital status). As a genuine organiser, we put in reasonable effort to check that attendees are single. If your status is unverified, the Contact List will reflect "Unverified" next to your name*. 📋\* Only verified singles who attend the entire session will receive the Contact List, which includes the names of the opposite gender. Applicants can voluntarily add any of their contact details (e.g. email, telegram, IG) to that list if they wish to. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 📝 **How to apply:** 1. Event is only for Singles who are S'poreans, PRs, EP & S-Pass holders. 2. To apply, RSVP in this Meetup page & we will follow up with you. You may also apply via the link above. 3. If you are shortlisted, we will directly request you to make payment. ❓If you have questions, please contact Jerald at 90170885 or [Lim.Jerald@gmail.com](http://Lim.Jerald@gmail.com)

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.

These classes are not for first timers, but for climbers who want to build a strong foundation in bouldering to climb more intuitively. The classes will consist of: * 90 minute guided session * Guided mobility warm-up * Basic climbing techniques based on one of their five modules:Footwork, Body Positioning, Dynamic Movement, Route Reading, and Other Climbing Techniques ### **Address** 61 Robinson Rd, #05-03/04, Singapore 068893 ### **Schedule** Fridays 630PM - 8PM ### **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.

**A)** You want to enjoy your career **B)** You want to enjoy your personal life **C)** You want to reach your potential **D)** You want insightful, transformative conversations that allow you to tap into the best of yourself **E)** You want to live up to your full potential and move forward in life **F)** You want to make it happen and no longer want to drift along **1)** Roger Federer, the greatest tennis player of all time, has a coach. Bill Gates, the richest man in the world, had a coach. Mark Zukerberg and Richard Branson had coaches. **2)** Roger Federer, Bill Gates, Mark Zukerberg and Richard Branson did not overcome their obstacles by attending feel good motivational talks that are over-priced 3 days rah rah concerts in disguise. **3)** They go for the real thing. They know that such rah rah talks cannot address specific challenges. **4)** Now, if these successful people have coaches, why should you be shy of coaching? Having a coach is as as natural as going to the doctor when you have a fever that doesn't go away with panadol. Having a coach is as natural as going to a mechanic when you can't figure out why your car cannot start. **5)** Empower Advisory is committed to give you a full single session of FREE life coaching. Absolutely FREE. We believe that the more successful you are, the better the world will be. You will get a professional personality assessment to understand yourself better and a one to one coaching session that is easily worth a few hundred dollars. **6)** All information shared in the coaching session is kept strictly confidential. You are not judged in any way (unlike your family, friends or colleagues) and can be totally yourself. We just strive to give you a leg up. **7)** All coaching sessions are on a one to one basis. A date and time will be arranged for you upon your life coaching request. All schedule will be arranged according to our Principal Life Coach's availability. **8)** Just whatsapp 8332 4283 to book your slot. **9)** Enjoy a personalised one to one or small group discussion in the fun setting of Members Only - Mandala Club at 31 Bukit Pasoh Rd, Singapore 089845. It's in town and it's easy to get there via Outram Park MRT station! **10)** To book a session, whatsapp Admin Dave at 83324283. If you have RSVP-ed for a private session, do whatsapp to confirm your attendance too! Sessions will only happen if they are confirmed.

**You’re not in the wrong career.** **You’re just in the wrong lane.** [Career Clarity Workshop](www.authenticmoment.sg) From the outside, everything looks fine. You’re competent. Responsible. Maybe even successful. But inside: * You feel stuck or disconnected * Work drains you more than it should * You’ve outgrown your role, but don’t know what’s next If this feels uncomfortably accurate, this workshop is for you. **Career Clarity Workshop: Find Your Right Lane** A focused, small-group workshop for professionals (especially for professionals in their mid-30s - 40s) who are at a career crossroads, not because they failed, but because they stayed too long in a path that no longer fits, you have "googled" career change and find nothing actionable. This is not a motivational talk. **It’s a structured working session.** **What Happens In The Room** The SHIFT Career Clarity Workshop runs for 3 hours using a proprietary methodology built specifically for senior professionals navigating meaningful career transitions. You will work through a structured framework covering your burnout source, your core strengths via a CliftonStrengths deep dive, your career identity, your future direction, and a concrete action plan, all completed before you leave the room. **Every Participant Walks Out With** ✓ CliftonStrengths Assessment results (Full 34 Report) ✓ Your written career identity statement - in your own words ✓ Written 30-90-180 day action plan- built during the session, not assigned as homework ✓ 30-day accountability check-in — WhatsApp or email follow-up after the session **What Is Included** * CliftonStrengths Assessment — SGD 90 * 3-hr SHIFT Career Clarity session — SGD 450 * Proprietary SHIFT Canvas (physical) — SGD 80 * Written 30-90-180 day action plan — SGD 200 * 30-day accountability check-in — SGD 150 Total Value: SGD 970 **Your Price: SGD 350** **The Clarity Guarantee** We stand behind this fully. Complete the session, fill your SHIFT Canvas, and leave with your written plan. If you do all three and still score your career clarity below 7 out of 10, we refund your full SGD 350. No questions asked. No awkward conversation. Just a clean, full refund within 48 hours. You walk in with nothing to lose and everything to gain. **Conditions:** * Full attendance required. * Canvas must be completed. * Post-session clarity score below 7/10 * Refund request submitted within 48 hours in writing. **Event Details** * Duration: 3 hours (3pm-6pm), 17 May (Sun) 2026 * Format: Small group (limited seats for depth and interaction) * Investment: SGD$350 - Please whatsapp 91095371 to book. * Location: LYF Farrer Park, Room - Collab 2 Perumal Rd, #01-01, Singapore 218773 **Seat is only confirmed upon payment.** If you’ve been telling yourself “maybe later”… this is your moment to step out of autopilot and choose your direction with clarity. Email to secure your spot.

🎤 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 ☺ 8955 3824(whatsapp)

⚠️ **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)

Most people in Singapore haven’t tried beach tennis yet — and honestly, that’s part of the appeal. It’s fast-paced like tennis, social like volleyball, and played barefoot on sand. You don’t need prior experience, and the learning curve is surprisingly quick. Beach tennis is big in Brazil, and it’s now starting to pick up in Singapore. Sessions are run by Pacific Beach Tennis Academy, which is Singapore's first dedicated beach tennis academy. If you’re looking to: – try a new sport without pressure – meet people in a more relaxed setting – or just switch things up from your usual workouts this might be worth checking out. Sessions are beginner-friendly, and all equipment is provided. If you’re keen or have any questions, feel free to message Luke at 8950 0295. You can learn more about Pacific Beach Tennis Academy here as well: Website: https://pbta.sg/ Instagram: https://www.instagram.com/pbta.sg/

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 "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/ "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/ "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/ "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/ "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)**

**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** Joo Koon 638366 ### **Schedule** Saturdays 11AM - 1PM ### **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.

Join other experienced and aspiring agile coaches and professionals to: * develop and practice your coaching skills in a peer-to-peer environment * share current successes and challenges in your work environment and get support from each other * learn from each other, build better relationships and experiment with new ideas

Have a small business? Ever wish you could just ask some questions around how to grow your business, get more customers or just know what the freak you are doing with sales? Now is your chance!! Every month we are hosting the "Ask an Expert" at the Columbus Metro Library, Main campus. I will be there to answer your Sales related questions. Drop-in for sales coaching designed to help small business owners, entrepreneurs, and sales professionals sharpen their sales approach. Whether you have questions on how to refine your pitch, are looking to close deals more quickly, or are working on building better client relationships, Smashing Your Sales Goals Coaches are here to help. Drop-in to get expert insights, actionable strategies and real-time solutions to grow your business and generate higher profits. Drop-In Sales Coaching is FREE + OPEN to the public. No appointment needed. First come, first served. EPIC Learning created. Accelerate Columbus supported.

**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.

Click Here For More Videos: https://www.facebook.com/share/r/17bwkttXhV/ *********************************** Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

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