Business Analytics
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Frequently Asked Questions
Yes! Check out business 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 business analytics events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Business Analytics Events Today
Join in-person Business Analytics events happening right now
Coffee & Conversion: Untangling the Mess
First event - Just firing up...
After work meet-up at *Brunetti Oro Flinders Lane.*
A chance to **discuss your 2026 sticking points and chime in with your own expertise** to help out other members.
Whether it’s a landing page that won't convert, feeling defeated by the hamster-wheel-like crusade for attracting clients or just the grind of agency life—bring your mess and let’s untangle it over a coffee.
Melbourne AWS User Group #158 - April 2026
🎉 **Melbourne AWS User Group – April Meetup** 🎉
📅 Wednesday, 29 April
📍 NAB Events Hub – 395 Bourke Street, Melbourne
⏰ Food at 6:00 pm, talks from 6:30 pm (with live stream)
Join us for our April meetup as we dive into real-world AWS architecture and cutting-edge AI workloads on Kubernetes.
This month, we’re exploring how organisations make practical architecture decisions on AWS, and how modern AI tooling and GPU-powered platforms are enabling scalable, real-time applications.
This month’s lineup features:
• Trent Hornibrook sharing how Bell Financial approaches architecture decisions on AWS.
• Yongkang He is presenting a live demo on building and scaling Stable Diffusion on Amazon EKS.
A huge thank you to our sponsors: 🥇 Mantel Group – Gold Sponsor, 🥈 Cevo – Silver Sponsor, 🏛 NAB – Venue Sponsor
The event will be live-streamed on YouTube as always: https://www.youtube.com/@AWSMelb/streams
***
🗓️ **Agenda**
6:00 pm – Food & Socialising
6:30 pm – Introductions
6:40 pm – What’s New in AWS
6:55 pm – How Bell Financial Architects on AWS (Level 200); Speaker: Trent Hornibrook
7:25 pm – Building and Scaling Stable Diffusion with Amazon EKS (Level 300); Speaker: Yongkang He
7:55 pm – Marketplace (Who’s Hiring)
8:00 pm – Networking + Close
***
🎤 **Talk Details**
**How Bell Financial Architects on AWS**
Speaker: Trent Hornibrook
Level: 200
In this session, Trent will share how Bell Financial approaches architecture decisions and the key choices they’ve made when designing and operating workloads on AWS. This talk provides practical insight into real-world decision-making, trade-offs, and architectural patterns used in a financial services environment.
***
**Building and Scaling Stable Diffusion with Amazon EKS**
Speaker: Yongkang He
Level: 300
Imagine generating AI images from text prompts — powered by Kubernetes, GPUs, and built with the help of Amazon Kiro.
In this session (with live demo), we’ll walk through building and deploying a full AI image generator using Stable Diffusion XL on Amazon EKS. From containerisation and GPU nodes to scaling inference and pushing to Amazon ECR, you’ll see how it all comes together in a real-world setup.
💡 Key takeaways:
• Build and scale Stable Diffusion on EKS
• Use Kiro to accelerate development from code to deployment
• Understand GPU scheduling and autoscaling in Kubernetes
• Live demo of real-time image generation on AWS
***
🙌 **Want to Speak at a Future Meetup?**
We’re always looking for new speakers and believe everyone has an interesting talk waiting to be shared.
If you’d like to present at a future event, reach out at the meetup or via our website: https://melb.awsug.org.au/speak/
Postgres Melbourne April 2026 Meetup
We’re excited to welcome the community back for our very first Postgres Melbourne Meetup.
Whether you’re running PostgreSQL in production, exploring new features, migrating from another database, or just keen to learn more, this meetup is a great opportunity to connect with others in the Melbourne Postgres community.
Expect a relaxed evening with technical talks, practical insights, community discussion, and time to network with fellow attendees.
**What to expect**
* Technical talks from PostgreSQL practitioners
* Real-world lessons and experiences
* Community Q&A and discussion
* Networking with the local Postgres community
**Who should attend**
This meetup is open to everyone, including:
* Database administrators
* Developers and application engineers
* Platform and DevOps engineers
* Solution architects
* Students and anyone interested in PostgreSQL
**Talks:**
***Talk 1:***
**Speaker**: Yashwant Singh (Fujitsu)
**Title**: PostgreSQL for AI Workloads
***Talk 2:***
**Speaker** : Anand Subramanian (Fujitsu)
**Title**: Just Enough Postgres Admin Skills for Developers - a discussion
**Venue Sponsor : Fujitsu**
HOW TO MAKE MORE MONEY
We are doing a seminar on how to help increase your income, and to give you some useable tools that you can help apply to your life/new business venture in order to take yourself to the next level, financially!
It is no secret that the cost of living is continuing to grow, and will most likely only continue to. So how can you work around this?
In this seminar you will learn:
\- Who is the most important person in any business\.
\- How to set achievable goals\.
\- The power of surveying
\- PLUS MORE\!
Come along and learn some useful tools that could help set you on the right path.
GDG Melbourne April Meetup!
RSVP on our GDG community platform -> https://gdg.community.dev/events/details/google-gdg-melbourne-presents-gdg-melbourne-april-meetup-4/
This event is hosted at the Mantel Group Office, with the recording of the talks to be shared afterwards on YouTube if you can't make it.
There will be food, networking and some surprise swag!Agenda:
6:20 - Intro
6:30 - Talks
8:00 till late - networking & chat (& drinks optional)Speakers and Talks:
Nicole Ellis, IT @ Monash (Games and Immersive Media) | Team Co-Lead @ MNET | Comms Officer @ MTS'Fear, Uncertainty, and Doubt is the Real Barrier (Not Skill)'
Most people in tech are not held back by a lack of ability; they are held back by intimidation.
We avoid learning new tools and technologies not because we can’t, but because they feel too hard. We tell ourselves we’re “too busy,” we delay starting, and we stick to what feels comfortable. But often, what looks like procrastination is actually fear. Fear of failure, uncertainty, and self-doubt.
Drawing from experience in education, esports, and leadership, this talk explores how hesitation shows up across different environments, and why it matters more than technical skill.
This session reframes what it means for something to be “hard” and offers a practical approach to taking the first step towards the things you’ve been avoiding.
Cameron Pavey, Principal Engineer | Technical Writer @ Rex
'Building systems that learn and grow'
Most AI interactions start from zero every time. But what happens when you build systems that persist, accumulate context, and actually improve through use?
This session explores the architecture of my long-running AI companion. Not a chatbot that forgets, but systems that learn your household's rhythms, anticipate needs, and develop genuine continuity over months and hopefully years, no OpenClaw required.
We'll walk through the engineering decisions that make this possible: memory architecture that balances retrieval with synthesis, multi-facet coordination that lets different subsystems work in parallel, and the practical challenges of keeping a system coherent when it runs 24/7 across months of operation.
Narendra Santhosh Nagarajan, Senior Backend Engineer @ TIG Freight Management
'Debugging my way through GCP'How to find us:
Doors open at 5:45 PM at our host the Mantel Group, Level 2/452 Flinders St Melbourne. Message via Meetup or Slack if you are arriving after 6:00 as the lifts won't let you up.
This is an in-person only event. If you have any accessibility requirements please reach out via the Meetup or Slack to the organiser group to discuss and we will do our best to help you out.
Agenda
---
Hosted By
Katie Barnett, GDE Android / GDG Organiser
Katie is passionate about all things Android. She has taken on a wide variety of challenging projects including in the live event, media and travel space. Her favourite thing is to see someone having a delightful experience using something she has worked on. Katie is very active in the development community, she is a Google Developer Expert for Android, one of the organisers of GDG Melbourne and is a Women Techmakers Ambassador. She frequently runs events, speaks on technical and non-technical topics and enjoys writing blog posts to share her experience with others. Katie is based in Melbourne, Australia but loves to travel the world and outside of tech she enjoys boardgaming and attempting to finish many craft projects.
Suesi Tran, Senior Flutter Developer
Google Developer Expert in Dart, Flutter & Firebase, Women Techmaker Melbourne ambassador, GDG Melbourne & Flutter Melbourne co-organiser.
In short: Flutter is love, and mobile is life.
Poornima Sivakumar, GDG Organiser
Lovee Jain, GDG Organiser
Lovee is a Software Engineer at Prezzee, a GDG Melbourne Organiser and also a Women Techmakers Ambassador. A tech inquisitive philomath, she loves problem solving and solution design. She has worked at a city council where she developed a lot of useful system integrations and while at Prezzee she develops and works on multiple gift card solutions to cater the B2B2C market.
Zach Jensz, GDG Organiser
Passionate about the web, seamless UX and accessibility. I love attending meetups, find me and come say hi!
Ujjawal Raj, GDG Organiser
Bramley Turner-Jones, GDG Organiser
Yuba Raj (UV) Panta, GDG Cloud Organiser
Kartik Arora, Android Engineer
Google Developer Expert in Android
Android Engineer @ Bilue
Carolyn Ai Chi Wong,
Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-melbourne-presents-gdg-melbourne-april-meetup-4/.
Sandbelt club 50th anniversary
Dear Current Members, Former Members, and Guests!
You are warmly invited to Sandbelt's 50th Anniversary!
You have all shaped Sandbelt's history, by being a past member; a current member; supported us through Leadership roles; or assisted us with Contests! And we would love to invite you to celebrate our amazing club on its 50th Anniversary!
Please find attached the invite. It is on Wednesday, 29th April, at our usual location of Beaumaris Library. Please arrive at 6:45pm for a 7:15pm start.
Wear a touch of gold!⭐️
We hope to see you there for the chance to network, practice our speaking skills, and reconnect with past and present members!
Please RSVP to sandbelt.tm@gmail.com by April 22.
Melbourne GRC Meetup
06:15pm Doors open
06:30pm Welcome Introduction by Abed / Sohan and Jess
06:45pm Talk by Abbas Kudrati
07:30pm Q & A and Networking
08:45pm Closing
Welcome to our very Second Melbourne GRC Meetup!!
This is a Cyber Security GRC Meetup.
This event we have a very special guest and topic with one of Melbourne's top Cyber Security GRC professionals: Abbas Kudrati
The topic is:
Identity and Access Management Fundamentals for GRC Professionals!
Business Analytics Events This Week
Discover what is happening in the next few days
Coffee Catchup - Mount Waverley ☕
* **What We’re About**
You are the average of the five people you spend the most time with, so join us — and be part of a community that rises above circumstances and creates opportunities. Inspire and be inspired by those who make things happen.
It's a relaxed, organic space to connect with like-minded people and network—genuinely talking, learning from each other, and connecting over shared interests.
* **What to Expect**
Casual Meetups: We gather semi-regularly at a local café to chat about everything from stepping outside your comfort zone to business ideas, creative projects, and building a life aligned with your purpose. It’s relaxed, easy, and welcoming—no need to have anything “figured out.”
An Easy-Going Space: We keep things simple and low-pressure. Once everyone arrives, we ease in with some light conversation and naturally break into smaller groups.
Networking: Feel free to introduce yourself or let people know what you're working on if you feel like it. And if anyone wants to quickly shout out what they’re working on or looking for before we settle in, go for it—it’s a great way to spark new conversations.
* **Host Support**
If you’d like a one-on-one chat with me about your business, just tap me on the shoulder. I’ll be floating around and happy to make time for you.
**Quick note for the day:**
Depending on the weather, we might go for a walk too. Just remember to wear comfy shoes 🌞 👟 🥾:)
❗If you're running late, drop me a quick message as we might leave the cafe for a walk within the last 30-45 minutes. 🏃 🏃♂️ 🏃♀️
Friday After Work Drinks & Networking at El Sabor 🍺😊
* Join us for an evening of professional networking and valuable insights at our Entrepreneur & **Small Business Networking Mixer**. Connect with fellow small business owners, entrepreneurs, and like-minded professionals to share business strategies and exchange ideas for startup success with a drink.
*
* We have carved a deal with the restaurant of 10% Discount of all Menu items & drinks if you mention the staff "**Friday Business Meetup Deal**"
*
* We will delve into the power of integrating feminine wisdom with masculine energy for enhanced business strategies and entrepreneurial success. Discover the importance of positive human collisions in fostering innovation and growth, while expanding your network in a dynamic and supportive environment.
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* Don't miss this opportunity to meet new contacts, exchange knowledge, and take yourself to the next level!
*
* **About Host:** Host of the event Sash (Sachin) is qualified accountant in practice. Mostly he is present in the event but it is subject to his prior commitment. However everybody is still invited to chat & socialise whether he is present or not. The place is a platform for everyone to gather,meet & help each other.
*
* **Address & Timings :** from **6-8 PM** at **500 Victoria Street, North Melbourne VIC 3051 (This event will be on every Friday same time same day unless otherwise advised)**
*
* Join us to meet new friends, hang out and have some laughs. New people are always welcome 😊🍺🍺
*
* Come along to meet new people and see the familiar faces of the regular members. This is a regular weekly group for socialising and unwinding for the weekend.
*
* **Liability Waiver:**
The organizer of this group cannot accept any liability for any loss, damage, injury, or accident to participants or their property at this event. By participating in this event, you're taking responsibility for your safety and well-being.
Melbourne MongoDB User Group #1 2026
Welcome to the first 2026 meetup of **Melbourne 🇦🇺 MongoDB User Group**.
The team at Mantel Group has kindly offered to host us for the evening at their office in Melbourne on Flinders Street. **Complimentary drinks and snacks, as well as some SWAG, will be available, proudly sponsored by the team at MongoDB and Confluent**.
We're looking forward to seeing familiar faces and welcoming newcomers!
Please note that we have limited spots this time, so RSVP early. You will not be able to enter the building after 6 PM, so please be on time.
**Agenda**
* 5:00 pm - Arrival & Networking
* 5:30 pm - Welcome
* 5:35 pm - Talk #1 - Stephen Ermann - Avoid the AI Monolith: Deploy Multi-Agent Systems with MongoDB and Confluent
* 6:00 pm - Talk #2 - Alex Peng - Sharding in MongoDB
* 6:25 pm - Quiz & Swag
* 6:35 pm - Networking & Food
**Speakers**
**Speaker #1 -** **Stephen Ermann** is a **Senior Customer Success Technical Architect at Confluent**, where he helps large enterprises design and operate mission-critical event streaming platforms with **Apache Kafka,** **Confluent Platform/Cloud** and **Apache Flink**. Based in Australia and working closely with major organisations, he focuses on scalable architectures, secure integrations, and smooth cloud migrations.
Stephen has deep, hands-on experience connecting operational data stores like **MongoDB** into real-time, event-driven systems—turning CDC streams and transactional data into streaming workloads that power modern applications. He’s passionate about making distributed systems practical, sharing field lessons, and helping teams move from batch to truly real-time data.
**Presentation #1** \- Avoid the AI monolith and learn how to design **event-driven multi-agent systems** with Confluent and MongoDB. In this talk, we’ll unpack the shift from classic predictive models to generative and agentic AI, and show why data readiness and real-time context - not just bigger models - determine whether your agents are actually useful in production. You’ll see how treating agents as event-driven microservices with a “brain” helps you avoid brittle point-to-point integrations and instead build scalable, observable systems.
We’ll then walk through how **Confluent Cloud, Apache Flink® Streaming Agents, and MongoDB Atlas** fit together to provide the streaming backbone, vector search, and RAG capabilities that modern agentic applications need. Using an automated insurance claims demo, we’ll illustrate how real-time embeddings, external tables, and vector search in Flink SQL work with MongoDB Atlas to power context-aware decisions and end-to-end workflow automation. We will also share practical pointers and resources so you can start experimenting with your own multi-agent architectures after the meetup.
**Speaker #2 -** Alex Peng is a Technical Services Engineer at MongoDB, specialising in MongoDB Atlas Support. With deep expertise in cloud deployments, Alex is passionate about helping customers navigate complex challenges on MongoDB Atlas, ensuring they get the most out of MongoDB's products and services.
**Presentation #2** explores the fundamentals of sharding in MongoDB, covering the core concepts and architecture that power horizontal scaling in MongoDB. Attendees will gain a clear understanding of sharding's strengths and how to leverage them effectively. We will also provide practical guidance on selecting the shard key to maximise your application's performance and scalability.
Thanks,
The Melbourne MUG Team!
Melbourne Serverless Meetup Group event for April 2026
**Note - NEW location for this month only at the AWS Builder Studio!**
IMPORTANT - the list of attendees will be provided the day before to security. Just go up the stairs / escalator to level 1 and check with your Photo ID to security.
Please get in touch ASAP if you would like to talk at a future event, send us an email at Melbourne(at)serverless.org.au for more info!
First time speakers are more than welcome and we can provide you assistance if you need with your presentation beforehand. Please reach out Melbourne(at)serverless.org.au.
It can be a regular talk, lightning talk, demo, workshop, whatever is your thing our community will love it - as long as it is serverless related!
Venue: AWS Builder Studio, Level 1, 555 Collins St. Melbourne
📅 Agenda 📅
5:30 PM - Doors Open!
6:00 PM - Welcome from the organizers / housekeeping
6:05 PM - **"Changing the engine mid-flight: A startup data pivot" - By Susan Brander, CTO Kaleida**
What happens when your startup’s data model is held together with duct tape, but you still have to fly the plane, ship features, and act cool about it?
Startups move fast, and sometimes that means making the best architecture decisions you can, and being utterly wrong because you don’t yet fully understand the domain you’re building for.
At Kaleida, we chose DynamoDB as the cheapest way to get our product off the ground quickly, pushing relational logic into separate tables and thinking we’d gotten it right and assuming if we hadn’t that we’d clean it up later (if we survived).
SPOILER!
We survived and thrived! Later came around fast, and it looked like:
\- bloated documents
* Relational logic spread across tables
* Queries dragging us down
We knew we’d modelled it wrong, and that not changing it soon would only multiply the difficulties in the future. So, mid-flight, we changed engines.
This talk is a candid case study of what it takes to evolve your architecture under pressure:
* found our real data inside our current data
* Pivoted to a One Table design
* Pulled off a zero-downtime migration
* Did it all while shipping features and pretending we weren’t panicking.
If your team is battling tech debt, scaling pains, a data model that no longer reflects reality, (or you just want to hear about someone else’s war wounds) then come along.
6:35 PM - Pizza & Networking
7:00 PM - "**Let the Agent Read the Boring Reports: AI-Powered Database Auditing for PROTECTED Compliance on AWS**" - **By Christina Chen, Senior DevOps Engineer, Mantel Group**
Nobody reads CSV audit reports. But under Australia's IRAP PROTECTED framework, organisations must continuously monitor and evidence database user activity — and assessors want proof.
This talk builds a two-stage event-driven pipeline: Lambda extracts MySQL RDS user activity to S3, then a Strands Agent on Bedrock autonomously assesses findings against ISM controls, and generates assessor-ready output
7:30 PM - Networking and finish the Pizza!
8:00 PM - Doors Close, see you next time!
North Mel Business Socialising & Networking at El Sabor 🍺😊
* Let's kick off at **El Sabor !** We will be at El Sabor Level 1 bar enjoying the social & business chats.
* Host of the event Sash (Sachin) is qualified accountant in practice. Mostly he is present in the event but it is subject to his prior commitment. However everybody is still invited to chat & socialise whether he is present or not. The place is a platform for everyone to gather,meet & help each other.
* Our reservation is at 6-8 pm every Friday.
* Address is 500 Victoria Street, North Melbourne VIC 3051
* Join us to meet new friends, hang out and have some laughs. New people are always welcome 😊🍺🍺
* Come along to meet new people and see the familiar faces of the regular members. This is a regular weekly group for socialising and unwinding for the weekend.
* **Liability Waiver:**
The organizer of this group cannot accept any liability for any loss, damage, injury, or accident to participants or their property at this event. By participating in this event, you're taking responsibility for your safety and well-being.
Casual Coffee Catchup (Monthly Event)
☕ **Girl Who Boss Coffee Catchup!** ☕
Join us for a relaxed and casual coffee catchup, where like-minded women come together to connect, chat, and share ideas! Whether you're a career professional, entrepreneur, or creative, this is the perfect chance to meet other inspiring women in a welcoming and friendly atmosphere.
***
**Here’s the agenda:**
🕚 10:00 AM - 10:30 AM: Welcome & Mingle
💬 10:30 AM - 11:30 AM: Casual Conversations & Coffee
🤝 11:30 AM - 12:00 PM: Networking & Wrap-Up
No formalities, no pressure—just a space to enjoy great company, share experiences, and make new connections over coffee. ☕💖 These meetups are a great way to ease into networking while building friendships in a laid-back setting.
Looking forward to catching up with everyone! 🌟 Feel free to message me if you have any questions. See you there! 😊
Wondering why our events are sometimes ticketed, or have questions about our pricing? We've written about it [here](https://open.substack.com/pub/girlswhoboss/p/accessibility-sustainability-and?utm_source=share&utm_medium=android&r=4apm4h).
Speaking & Leadership - Inclusive workshop - FAST FUN LEARNING
Smashing! Try something new
Interactive workshops - Become the charismatic leader
Why is Smashing different to other speaking clubs?
Passion!!!
1. **Everyone talks** many times during interactive workshops
2. **FAST LEARNING**
3\. Relaxed and fun
**IMPORTANT: Be on time, as doors close at start time**
Multicultural Hub, 506 Elizabeth St (Opposite Queen Vic Market)
Level 1, Purple Room (End of corridor)
More to come...
Business Analytics Events Near You
Connect with your local Business Analytics community
What is AI? How can it benefit my business?
You have heard about AI. You know it can benefit your business.
\- Can it save you time?
\- Respond to customers faster?
\- Allow you to take extra profits?
Each meetup will break down 1-2 real example scenarios of how AI implementation can relieve stress or even push you further towards your goals.
Free. No hype. Just discussing how AI can be implemented in your small business.
Location will be around Gahanna. TBD
Gold Star Business Networking
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!
Agile Coaching Circle -- IN-PERSON
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
***NOTE:*** Pre-registration is required for this event. **Please arrive 10 minutes early** to check in at the security desk.
IxDA Chat ‘n Pancakes
It feels like we just saw each other 🤷. Join members of the local design and UX community for our monthly breakfast. For May we’re stopping in for Rooh’s popup breakfast/cafe concept. You know someone is getting the lobster yuzu croissant, and that’s not even the prettiest thing on the menu!.
Data Cleansing using Data Bricks
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.
Confidence Lab
**A Transformative Half-Day Event**
Welcome to Confidence Lab, the ultimate experience designed to help you step into your most confident self. This half-day event is packed with actionable strategies, inspiring sessions, and opportunities to connect with like-minded individuals who are ready to invest in their personal and professional growth. Whether you’re looking to advance in your career, deepen your self-belief, or simply embrace new challenges, Confidence Lab is your starting point.
**What You’ll Experience**
**Your Confidence Lab ticket includes:**
* **Engaging Speaker Sessions**: Learn from experts about harnessing confidence in your career, relationships, and everyday life.
* **Interactive Experiences:** Participate in dynamic activities designed to help you step into your most confident self.
* **In-Depth Audience Q&A:** Get direct insights from speakers as they answer your most pressing questions about building confidence and stepping into leadership.
* **Networking Opportunities**: Connect with a supportive community of professionals and confidence enthusiasts.
**2026 Speaker Sessions:**
* **Seeing Clearly**
Understand how you show up - and what’s been getting in the way.
* **Confidence in Relationship**
Communicate, navigate conflict, and build trust more effectively.
* **Sustainable Agency**
Learn how to lead without burning out. Your energy is part of the strategy.
* **Confidence in Service**
Align how you show up with the impact you actually want to have.
**This Is For You If…**
* You’re ready to take up more space in your work or life
* You want to communicate with clarity and confidence
* You’re stepping into (or preparing for) leadership
* You’re done second-guessing yourself
**Our Speakers**
**Lachandra Baker** Founder of LBB Edutainment and the kind of person who makes you realize you’ve been confusing confidence with performance your whole life. Lachandra blends psychology, research, and radical humanity to help individuals and teams stop code-switching their way through the day and start showing up as someone they actually recognize. Expect to be challenged, affirmed, and genuinely seen - sometimes all in the same breath.
**Annette Santiago Reyes** Annette has a rare talent: she makes the way you communicate feel like a discovery, not a critique. A connection catalyst and culture strategist, she helps people understand why they show up the way they do, and how to bridge the gap between intention and impact. Whether you're navigating change, life’s challenges, or simply trying to better understand yourself and others. Annette gives you the language and the lens to get there.
**Elizabeth Wangugi** Creator of The Nap Concert and the RESTOR™ framework, Elizabeth is here to tell you that rest is not a reward - it’s a strategy. Rooted in neuroscience and restorative practice, her work helps high-achievers stop running on fumes and start leading from a place of actual capacity. If your calendar is full and your tank is empty, Elizabeth might be the most important person you hear from at Confidence Lab.
**Stephanie Andrews** Founder of Social Black Butterfly Training & Consulting, Stephanie knows what it takes to lead through complexity because she’s done it across social services, healthcare, and operations. She specializes in succession strategy and leadership development, equipping leaders to build trust, navigate the hard moments, and leave something worth inheriting. Stephanie doesn’t just develop leaders. She develops the kind of leaders people actually want to follow.
**Lillian Morales-Laster** SVP Human Resources Director at United Midwest Savings Bank and Executive Director of the Empowering Latinas Leadership Academy (ELLA). Lillian has spent her career combining her passion for equity and inclusion with her experience in human resources to lead teams and organizations in the development of supportive work environments. She leads with a vision of ensuring Latinas' voices are included in crucial decision-making processes, because for Lillian, ELLA is more than just a program. It's a vibrant community of hermanas supporting and uplifting each other as they navigate their paths to leadership. A Columbus Business First Community Champion and Distinguished Hispanic Ohioan, her commitment to empowering others shows up everywhere she goes.
**Rachyl Kershaw** Founder of Greater Columbus Consulting and the architect behind the Confidence Lab Annual Summit, Rachyl has a gift for cutting through the noise, helping high-achievers stop performing success and start living it. She asks the questions most people are afraid to, creates space for honest reckoning, and somehow makes the hard work feel energizing. If you’ve ever wondered why doing everything right still feels like something’s missing, you’re in exactly the right room.
**Why Confidence Lab?**
Confidence is the foundation for success in every area of life. Whether you’re navigating a career change, launching a business, or striving for personal growth, building your confidence is the key to unlocking your higher purpose. This is your chance to invest in yourself and start living boldly.
**Join Us on May 4**
Confidence Lab is more than just an event - it’s a movement. Step into your power, embrace your potential, and make this the year you thrive. Secure your spot today and take the first step toward a more confident YOU.
Cost should never be a barrier to growth. If you'd like to request a complimentary community ticket, reach out to us at [hello@confidencelab.org](hello@confidencelab.org), no explanation needed.
Read more and see additional ticketing options at [https://confidencelab.org/](https://confidencelab.org/)





























