Big data
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Smart Search + AI: An Outcome-Driven Journey from IDP to a Suite of AI
Over a billion documents processed. Millions of Veterans impacted. Hundreds of thousands of employee hours saved. Faster decisions. Greater accuracy. More benefits in the hands of our disabled Veterans.
We created Smart Search, the world’s largest consumer of Amazon Textract, right when GenAI began reshaping what’s possible. Since then, we’ve built a suite of AI‑driven solutions that transform this data into real, measurable outcomes—accelerating benefits decisions for our Nation’s Veterans.
Join us for a focused conversation on how an outcome‑driven approach to AI is helping us boost accuracy, streamline workflows, and deliver faster results for those who have served.
This is a follow up to the AWS re:Invent 2023 "Intelligent Document Processing with Gen AI for Public Sector" presentation.
About Speaker: Cameron Williams is a Senior Technical Project Manager and cross-functional technical leader at Booz Allen Hamilton with 15+ years of experience architecting and evolving scalable, cloud-native systems, from greenfield development to complex enterprise modernization. https://www.linkedin.com/in/cameronw711/
**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
Level One Tuesdays (Bachata & Salsa Dance Lessons)
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
AWS Columbus: Smart Search + AI: An Outcome-Driven Journey
Title: Smart Search + AI: An Outcome-Driven Journey from IDP to a Suite of AI
Register at the Columbus AWS meetup: [https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426379/](https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426379/)
Over a billion documents processed. Millions of Veterans impacted. Hundreds of thousands of employee hours saved. Faster decisions. Greater accuracy. More benefits in the hands of our disabled Veterans.
We created Smart Search, the world’s largest consumer of Amazon Textract, right when GenAI began reshaping what’s possible. Since then, we’ve built a suite of AI‑driven solutions that transform this data into real, measurable outcomes—accelerating benefits decisions for our Nation’s Veterans.
Join us for a focused conversation on how an outcome‑driven approach to AI is helping us boost accuracy, streamline workflows, and deliver faster results for those who have served.
This is a follow up to the AWS re:Invent 2023 "Intelligent Document Processing with Gen AI for Public Sector" presentation.
About Speaker: Cameron Williams is a Senior Technical Project Manager and cross-functional technical leader at Booz Allen Hamilton with 15+ years of experience architecting and evolving scalable, cloud-native systems, from greenfield development to complex enterprise modernization. https://www.linkedin.com/in/cameronw711/
**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
Battle of the personal agents
Join the Columbus AI community for a special event.
**Battle of the Personal Agents** is your chance to see what people are actually building with AI agents and personal automation systems. Whether you’re running OpenClaw, Hermes, or a completely custom solution, bring your agent and show the community how it works.
We’re interested in real-world implementations: the problems your agent solves, how you use it day-to-day, how it’s hosted and managed, how you built it, and why you’ve chosen to keep using it. Live demonstrations are encouraged, so be prepared to show your code, architecture, workflows, and your agent performing real tasks.
This is less about polished presentations and more about sharing practical experience, comparing approaches, and learning from one another. If you’d like to present, please contact Chris Slee (via meetup) before the event so we can allocate enough time for everyone’s demonstrations.
Come ready to show what you’ve built, discover what others are doing, and maybe find a few ideas worth taking home.
Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus.
Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/)
Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)
Dinner at Orale Guey
The restaurant’s website doesn’t have the dinner menu listed. I took a picture of the dinner menu.
Eventi di Big data questa settimana
Scopri cosa sta succedendo nei prossimi giorni
DoJo (Informal Python Meeting)
**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
Microsoft Build - Columbus Edition!
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.
Please RSVP via [Microsoft Build //localhost:columbus | Microsoft Reactor](https://developer.microsoft.com/en-us/reactor/events/27247/).
Stop Guessing: A Product Person's Guide to AI Adoption
## 🤝 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.
###
Drunken Philosophy: Where Is Everybody? The Fermi Paradox and the Great Filter
Welcome to Drunken Philosophy, a casual, curious, social discussion club. Come grab a drink and a seat at The Oracle.
**Optional topic for this meetup: Where is everybody?**
In 1950 the physicist Enrico Fermi was talking about aliens over lunch and asked a question that still has not gone away: if the universe is so vast and so old, and even a fraction of those billions of stars have planets, where is everyone? By the numbers the galaxy should be crowded with civilizations. Instead we look up and hear silence. That gap between "they should be everywhere" and "we see no one" is the Fermi Paradox.
One of the most unsettling answers is the idea of a **Great Filter**: somewhere on the road from dead chemistry to a galaxy-spanning civilization, there is at least one step that is almost impossible to get past. Maybe the filter is behind us. Maybe life starting at all, or simple cells becoming complex, or intelligence ever evolving, is the freak accident, and we already cleared the hard part. Or maybe the filter is ahead of us, and advanced civilizations reliably wipe themselves out before they spread.
Here is the part that messes with people. If we ever found life somewhere else, even pond scum on Mars, most people would call it the greatest discovery in history. But it might be the worst possible news. It would mean life is common, the early steps are easy, and the hard step is still in front of us. So the eerie silence overhead might actually be the best sign we could ask for.
**Questions to wrestle with:**
* Is it better to be alone? Would you rather we find alien life and learn we are not special, or find nothing and quietly improve our odds of surviving?
* Where do you bet the filter sits, behind us or ahead of us, and why?
* If it is ahead of us, what is it? Nuclear war, climate collapse, AI, something we cannot even picture yet? And can we do anything about a filter we cannot see coming?
* Does any of this change how you live, or how humanity should be spending its time and money right now?
As always the prompt is optional. Come for the conversation, stay for the drinks, and bring your own questions.
NFT AI ART Columbus
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.
BMS-FIFA Social
BMS-CONNECTED Westerville Mastermind & AmSpirit Towne Centre FIFA World Cup Social from 2pm to 7pm at Jimmy V's in Westerville. Please feel free to stop by for a drink, some food, networking and the US vs Australia FIFA World Cup Group D match.
FREE to attend, drinks and food available for purchase. Bring business cards and a friend. 1 S State Street in Westerville.
Join Biggest Community | Investors Founders | Columbus | Online
Please reserve your spot by registering on the below link :
**Reserve**
https://www.eventbrite.com/e/join-biggest-community-investors-founders-columbus-online-tickets-1988563717610?aff=meetup
**QUESTIONS ?**
Pls Reach out to;
Ridhi - +971504724873 ( WhatsApp Only)
Eventi di Big data vicino a te
Collegati con la tua comunità locale di Big data
COhPy Monthly Meeting
**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 Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code.
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
AI Agents 101: How to Make ChatGPT Do Actual Work
Most people still use AI like a search box: type one question, get one answer, repeat.
But the next step is AI agents: systems that can take a goal, break it into steps, use tools, remember context, and produce useful work for a human to review.
In this beginner-friendly session, we’ll demystify what AI agents actually are — without hype or jargon. We’ll walk through practical examples of how agents can help with research, planning, writing, coding, operations, and personal productivity.
We’ll cover:
* What makes an AI “agent” instead of just a chatbot
* How agents break tasks into steps
* Where agents are genuinely useful today
* Where they fail, hallucinate, or need human review
* How to design simple AI workflows for your own work
* A live demo of an AI agent-style workflow from start to finish
No coding experience required. This is for anyone who wants to understand where AI tools are going and how to use them more effectively right now.
LOGISTICS AND PARKING:
The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks!
The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.
Columbus Virtual Speed Dating on Zoom
# 🎈 Zoom Speed Dating: Columbus Singles, One Night
_An evening of face-to-face Zoom rounds, Columbus singles your speed, and your matches landing in your inbox by morning._
**How it all works:**
1. Sign up and answer a few quick personality questions
2. Hop onto Zoom right as we kick off
3. Chat one-on-one through guided rounds
4. Wake up to your mutual matches in your inbox
---
**Pick your group below and you're in:**
💘 **Ages 18-32** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Columbus&groupurlname=cityscape-navigators-park-orienteering-team&ar=18-32&face_v=9.0)
💘 **Ages 30-46** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Columbus&groupurlname=cityscape-navigators-park-orienteering-team&ar=30-46&face_v=9.0)
💘 **Ages 40-58** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Columbus&groupurlname=cityscape-navigators-park-orienteering-team&ar=40-58&face_v=9.0)
💘 **Ages 55+** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Columbus&groupurlname=cityscape-navigators-park-orienteering-team&ar=55+&face_v=9.0)
> ⚠️ Don't get caught out: RSVP alone won't seat you. Register via your age group and take the quiz to hold your place. Spots go fast.
**Show up curious — the rest is on us. 🌃**
Indianapolis Virtual Speed Dating on Zoom
# 🌃 Zoom Speed Dating: Indianapolis Singles, One Night
_Skip the swiping. Tonight it's live Zoom one-on-ones with Indianapolis singles chosen with you in mind._
**How it all works:**
1. Sign up and answer a few quick personality questions
2. Hop onto Zoom right as we kick off
3. Chat one-on-one through guided rounds
4. Wake up to your mutual matches in your inbox
---
**Spot your age, claim your seat:**
💘 **Ages 18-32** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Indianapolis&groupurlname=cityscape-navigators-park-orienteering-team&ar=18-32&face_v=9.0)
💘 **Ages 30-46** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Indianapolis&groupurlname=cityscape-navigators-park-orienteering-team&ar=30-46&face_v=9.0)
💘 **Ages 40-58** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Indianapolis&groupurlname=cityscape-navigators-park-orienteering-team&ar=40-58&face_v=9.0)
💘 **Ages 55+** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Indianapolis&groupurlname=cityscape-navigators-park-orienteering-team&ar=55+&face_v=9.0)
> ⚠️ Quick note — RSVP ≠ registered. Tap your age link below, complete the quiz, and your spot is locked. Capacity is capped.
**Tap in, settle back, and let the night surprise you. 🕯️**
Fort Wayne Virtual Speed Dating
# 💕 Meet Someone New: Fort Wayne Speed Dating on Zoom
_A handful of quick, real conversations with Fort Wayne singles — paired to you by age and vibe, all from wherever you're comfiest._
**Four easy steps:**
1. Sign up and answer a few quick personality questions
2. Hop onto Zoom right as we kick off
3. Chat one-on-one through guided rounds
4. Wake up to your mutual matches in your inbox
---
**Spot your age, claim your seat:**
💘 **Ages 18-32** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=cityscape-navigators-park-orienteering-team&ar=18-32&face_v=9.0)
💘 **Ages 30-46** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=cityscape-navigators-park-orienteering-team&ar=30-46&face_v=9.0)
💘 **Ages 40-58** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=cityscape-navigators-park-orienteering-team&ar=40-58&face_v=9.0)
💘 **Ages 55+** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=cityscape-navigators-park-orienteering-team&ar=55+&face_v=9.0)
> ⚠️ One thing: hitting RSVP here doesn't reserve anything. You're only in once you register through your age link and finish the quiz — and seats are limited.
**Save us a smile, Fort Wayne. 🕯️**
St. Petersburg Virtual Speed Dating on Zoom
**🌙 St. Petersburg Singles Night — Speed Dating Over Zoom**
Hosted Zoom rounds, St. Petersburg singles your speed, and matches sent the next day. Easy as that.
**Here's how the night runs:**
- Register and take a short personality quiz
- Jump on Zoom when the event starts
- Meet singles in guided one-on-one rounds
- Get your mutual matches by email afterward
**Pick the age range that fits you:**
→ **Ages 18-32** — [Register here](https://theliveround.com/product?productId=573&productType=onlineSpeedDating&city=St.%20Petersburg&groupurlname=manga-k-drama-foodie-language-feast-network&ar=18-32&face_v=8.0)
→ **Ages 30-46** — [Register here](https://theliveround.com/product?productId=573&productType=onlineSpeedDating&city=St.%20Petersburg&groupurlname=manga-k-drama-foodie-language-feast-network&ar=30-46&face_v=8.0)
→ **Ages 40-58** — [Register here](https://theliveround.com/product?productId=573&productType=onlineSpeedDating&city=St.%20Petersburg&groupurlname=manga-k-drama-foodie-language-feast-network&ar=40-58&face_v=8.0)
→ **Ages 55+** — [Register here](https://theliveround.com/product?productId=573&productType=onlineSpeedDating&city=St.%20Petersburg&groupurlname=manga-k-drama-foodie-language-feast-network&ar=55+&face_v=8.0)
> Important: RSVP is not the same as registering. Use your age link below and complete the quiz to secure a place. Limited capacity.
Register, relax, and let the night do the work. 🥂
Detroit Zoom Online Speed Dating
# 💞 Zoom Speed Dating: Detroit Singles, One Night
_A handful of quick, real conversations with Detroit singles — paired to you by age and vibe, all from wherever you're comfiest._
**Four easy steps:**
1. Sign up and answer a few quick personality questions
2. Hop onto Zoom right as we kick off
3. Chat one-on-one through guided rounds
4. Wake up to your mutual matches in your inbox
---
**Pick your group below and you're in:**
💘 **Ages 18-32** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Detroit&groupurlname=cityscape-navigators-park-orienteering-team&ar=18-32&face_v=9.0)
💘 **Ages 30-46** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Detroit&groupurlname=cityscape-navigators-park-orienteering-team&ar=30-46&face_v=9.0)
💘 **Ages 40-58** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Detroit&groupurlname=cityscape-navigators-park-orienteering-team&ar=40-58&face_v=9.0)
💘 **Ages 55+** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Detroit&groupurlname=cityscape-navigators-park-orienteering-team&ar=55+&face_v=9.0)
> ⚠️ Don't get caught out: RSVP alone won't seat you. Register via your age group and take the quiz to hold your place. Spots go fast.
**Someone good is one click from saying hi. 💞**




























