Oracle Database Administration

We had a badminton session at **Bidadari Community Club@Woodleigh Mall** on Saturday **2nd May 2026**. Welcome all high beginner and Low Intermediate players to join us for some badminton workout. * 2:30pm - 4:30pm * Low Intermediate and above Player Only. * Court 2 * 2 hours per session * S$10 per session * Shutter provided (RSL Supreme) * Location - Bidadari Community Club, 11 Bidadari Park Drive 367803. * Do join us if you are available.

We had a badminton session at **Bidadari Community Club@Woodleigh Mall** on Saturday **2nd May 2026**. Welcome all high beginner and Low Intermediate players to join us for some badminton workout. * 3:30pm - 5:30pm * Low Intermediate and above Player Only. * Court 1 / 2 * 2 hours per session * S$10 per session * Shutter provided (RSL Supreme) * Location - Bidadari Community Club, 11 Bidadari Park Drive 367803. * Do join us if you are available.

**For ages 7 and above.** Learn Jeet Kune Do from a third-generation Bruce Lee student. How can Jeet Kune Do empower yout life? **Simplicity in Combat:** These classes aim to simplify complex combat principles, identify the forces that shape success, debunk misconceptions, and clarify the principles that drive progress. **Application to Life:** These classes focus on applying martial arts insights to everyday life, overcoming mental barriers, and mastering our habits. The goal of these classes is to explore how martial arts can help you master and reinvent yourselves, ultimately empowering your martial arts journey and life. ### **Address** Singapore 670645 ### **Schedule** Saturdays 3PM - 4PM ### **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.

**LEARN MANDARIN WITH US** **和我们一起学华语/普通话** Come and join us every Saturday afternoon and learn some useful Mandarin from proficient speakers in a friendly and casual atmosphere. Besides learning the language, you will also get to make new friends from all around the world. Whether you are a beginner, intermediate and advanced learner, we welcome you. The meetup starts at 4 pm. We will try our best to arrange seating at this time so that each group has expert Mandarin speakers. If you come later than 4.10 pm we cannot guarantee ideal seating. Seating priorities will be given to those who signed up. **欢迎会说华语/普通话的朋友** 我们非常欢迎会说华语/普通话的朋友来参加我们这个华语/普通话练习小组，帮助来自世界各地的朋友学习华语/普通话。 *** GETTING THERE Take Downtown (blue) Line or Circle (yellow) Line to Promenade MRT. Take Exit C at Promenade MRT, and go up to level 3. LOCATING US INSIDE THE FOOD COURT Look for a round tables section near the wall of the food court away from the stalls. You can drop the Event Host a message if you are lost. NO COMMERCIAL ACTIVITIES We welcome anyone who is keen to learn a language or help others learn the language. However, this is NOT the platform for individuals who have other intentions, such as recruiting members for their business or organization or selling products or services. We will not hesitate to ask such individuals to stop attending our meetups.

**Every Friday & Sunday \| All Levels Welcome** Reconnect with your body, breath, and nature through a grounding Hatha Yoga practice set in the lush greenery of Singapore Botanic Gardens. This class is designed to energise the body, calm the mind, and leave you feeling refreshed and centred for the day ahead. **What to Expect** * **Kriya (breathing techniques)** to cleanse and detox the body * **Hatha Asanas** to stretch, strengthen, mobilise, and relax the body * **Pranayama & long mindful relaxation** to quieten the mind and reduce stress * Gentle guidance with **variations for every body**, including complete beginners No prior yoga experience needed. We have been practising there since 2018. If you’ve never done yoga before, you are most welcome 💙 **Class Schedule** **Friday** * 7:15am – 8:15am * 9:00am – 10:30am **Sunday** * 8:00am – 9:30am *Other weekday classes are also available and taught by other teachers:* * Monday: 8:30am – 9:30am * Wednesday: 7:00am - 8:00am **Fees** * **$40 per person (single drop-in)** * Class packages available on [www.namastewithhwee.com](https://www.namastewithhwee.com/booking-calendar/botanic-garden-yoga-class?referral=service_list_widget) **Meeting Point** * Meet **10 minutes before class** * **Botanic Gardens MRT, Exit A (Level 1)** **What to Bring** * Comfortable exercise clothing * Yoga mat * Towel & water bottle **How to Reserve Your Spot** Your spot is **only confirmed after WhatsApp confirmation from the host**. -> **WhatsApp Hwee:**[ +65 9646 9599 ](https://wa.me/6596469599) -> Or purchase a ticket via [www.namastewithhwee.com](https://www.namastewithhwee.com/booking-calendar/botanic-garden-yoga-class?referral=service_list_widget) Follow on social media: Instagram & Facebook: **@NamasteWithHwee** **About the Instructor – Hwee Hwee** Hwee is a yoga instructor who hurt her wrist, dampening her asana practice and just could not recover it 100% with physiotherapy and Traditional Chinese Medicine. A calling drawn her to **Reiki healing** and her recovery progressed so much more! Hwee is an advanced Reiki Level 3 practitioner. With yoga, Hwee fell in love with the **low impact** workout (which was gentle for her teenage injured lower back). Wanting to know yoga beyond the physical aspects (asanas), she went to one of the oldest yoga school in world, G.S. College of Yoga and Cultural Synthesis, Kaivalydham in Lonavla, Pune, India in 2017 and attained her Hatha Yoga teaching certifications from both Kaivalydham and Quality Council of India (QCI) by Indian Yoga Association. Hwee is also into meditation since 2013 and with Hatha Yoga now, the practice between asana (physical exercise) and meditation has integrated into one. > *“We don’t do meditation — meditation happens to us.”* Join Hwee for a nourishing outdoor practice of yoga, pranayama, and gentle healing. Hwee also speaks **Chinese & Japanese.** Instagram & Facebook: **@NamasteWithHwee** [https://www.facebook.com/namastewithhwee/](https://www.facebook.com/namastewithhwee/) [https://www.instagram.com/namastewithhwee/](https://www.instagram.com/namastewithhwee/) [www.namastewithhwee.com](www.namastewithhwee.com)

**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** SBA Guillemard 399719 ### **Schedule** Sundays 12PM - 2PM ### **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.

Every month, people from all walks of life come to this monthly session to seek an improvement in their finances, relationships, careers and health, amongst many other aspects, or even find a clearer direction in their lives. The session offers a unique insight and perspective in helping people transform their lives by looking at childhood events, their families and what happened to their ancestors and breaking through these constraints. The session often helps a person work on themselves on a deeper level and thus live a life that is more empowering and free. You can also observe how the session is facilitated. *Fees apply We really look forward to having you at these upcoming events. For further information on the above workshops, do feel free to contact us at 9646 1698 if you would like to register or if you have any other enquiries.

**For ages 10 and above.** Krav Maga is a self defense system employed by military and law enforcement around the world (including Singapore) due to its effectiveness. Classes are designed around real-world scenarios, ensuring you acquire practical skills—like disarming an attacker wielding a knife—after each session. ### **Address** 95 Joo Chiat Rd, Level 3 & 4 ### **Schedule** Sundays 1230PM - 130PM ### **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.** These classes are designed with newcomers, beginners & dance enthusiasts in mind - combing the best of both techniques & choreography. It’s the best and fastest way to learn the essence of bellydancing. Classes are conducted by our world-champion instructors, students are guided step-by-step from simple to elaborate techniques & combinations. Learn how to understand different types of Oriental music and improve your mental agility. Adapt your moves easily into beautiful choreographies. A wide variety of styles will be introduced, from modern bellydance, shaabi, khaleegi, veil dance, to Bollywood & more. ### **Address** 390 Victoria Street 03-35 Golden Landmark, 188061 ### **Schedule** Sundays 1PM - 2PM ### **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.

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.

The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### Data Cleansing using Data Bricks Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

**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

**💥 Join us THIS Saturday and EVERY Saturday!** **💥 At Columbus’ Hottest New Salsa Venue!** **.** Lincoln Street Salsa THIS Saturday and EVERY Saturday! 8 pm – 1 am **.** **💥 Gorgeously Renovated Studio!** **💥 Free Parking!** **💥 BYOB!** **💥 Easy Access from Highway!** **.** Lincoln Street Salsa 1717 Brice Rd Reynoldsburg, Ohio 43215 **.** **ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING** **Behind Anthony’s Pharmacy!** **.** **PLEASE SHARE and help get the word out!** **.** **🟣 Salsa, Bachata, and Merengue Dancing!** **.** **🟣** 8:00 pm – 8:30 pm **𝗥𝗲𝗴𝗶𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻** **.** **🟣** 8:30 pm – 9:30 pm **𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝗗𝗮𝗻𝗰𝗲 Class!** **.** **🟣** 9:30 pm – 1 am **𝗢𝗽𝗲𝗻 𝗗𝗮𝗻𝗰𝗲 𝗣𝗮𝗿𝘁𝘆!** **.** **✅ Questions?** **Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)** Or Text Todd: 614-774-8146 **.** **✅ No Experience Necessary!** **✅ No Partner Required!** **✅ Plenty of People to Dance With!** **.** **✅ $15 Cash / $16 Card** **✅ College Students $5 Off with Valid ID!** **✅ BYOB** **✅ Age 18+** **.** **✅ Lincoln Street Salsa is the perfect place for…** **.** **👉 Learning to Dance** **👉** Social Dancing **👉 Birthday Celebration** **👉** Bachelorette Parties **👉 Girl’s Night Out** **👉 Date Night** **👉** Getting Fit / Burning Calories **👉 Meeting New People** **👉** Having Fun, Fun, Fun! **.** ✅ **Questions?** Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/ "https://columbussalsadancing.com/") Or Text Todd: 614-774-8146 .

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

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!