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Frequently Asked Questions

Yes! Check out robotics events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.

Discover all the robotics events taking place this week here. Plan ahead and join exciting meetups throughout the week.

Absolutely! Find robotics events near your location here. Connect with your local community and discover events within your area.

Robotics Events Today

Join in-person Robotics events happening right now

BOTSWANA – Moremi Reserve Chobe NP Photographic Safari
BOTSWANA – Moremi Reserve Chobe NP Photographic Safari
Get checked your bucket list by visiting this fascinating destination! Start in Maun and end in Kasane! With the Safari tour Moremi reserve and Chobe NP Photographic Safari, you have a 10 days tour package taking you through Maun, Botswana and 5 other destinations in Botswana. Tour Start Maun Tour End Kasane Flights • Arrival: Day01 before 2pm • Return: Day10 after 4pm Fly IN Airport: Maun Intl. airport (Botswana) Fly OUT Airport: kasane Intl. airport (Botswana) Itinerary Day01 Maun Day02 Moremi Game Reserve Day03 Moremi Game Reserve Day04 Khwai Day05 Game drives and Mokoro excursion Day06 Chobe National Park Day07 Chobe National Park Day08 Chobe National Park Day09 Chobe National Park: game drive and cruise Day10 Chobe National Park and transfer to Kasane Cost: $3990 (Double Occupancy) $4520 (Single Supplement) Inclusions Price Includes * 2 person spacious dome tent (L3m x W3m x H2.20m) with built in groundsheet, 2 large aerating * windows with mosquito netting. * high density foam mattress, * sleeping bag and pillow. * Bucket shower facilities * A large canvas tent (7m x 5m) is used as a dining area. * Services of a professional guide, safari chef and camp assistants * Meals as per the itinerary * Tea and coffee available in camp * bottoled water is provided * Spacious and comfortable tented accommodation * High density foam matress and bedding * Services of a professional guide, safari chef and camp assistants * Utility vehicle for more than 4 pax * Game drives and local transfers in customised safari vehicles * Exclusive camping in private campsites within the national parks and reserves * All entrance and camping fees within the national parks and reserves * All meals (mineral water, tea, coffee) whilst in Travel Creations Botswana Tented Camps * All activities as specified in the itinerary * All transportation included as per the itinerary. Please mind that the tour starts in Maun and ends in Kasane Price Excludes * Flights * Meals other than mentioned in the itinerary * Personal Expenses * Optional activities * Travel insurance / Visa * Tips ———————————————— For detailed itinerary and to reserve your seat follow the link below: [https://www.bucketlistgrouptravel.com/tour/botswana-moremi-reserve-chobe-np-photographic-safari/](https://www.bucketlistgrouptravel.com/tour/botswana-moremi-reserve-chobe-np-photographic-safari/) Questions? Text / Call - 2023787696 - Himanshu - Organizer
Advanced Expression (Level 2 American Rhythm)
Advanced Expression (Level 2 American Rhythm)
[Book Your Classes by Clicking This Link! ](https://crowndancestudio.com/group-classes/) Friday: Advanced Expression End the work week with high-energy **Advanced Rhythm** from **7:00 PM to 8:30 PM**. This session dives deep into the technicalities of Latin and Ballroom styles like Rumba, Samba, or Mambo, designed for dancers who value precision and artistic expression. For $25, you'll receive intensive instruction that pushes your physical boundaries and refines your competitive or performance edge in a high-vibe atmosphere. **When: Every Friday** **Time: 7:00 pm to 8:30 pm.** **1 Dances per month:** **\*Please check the flyer on the group class page for the dance of the month. Or contact us to find out.** **Cost:$25 per person for 90 min.**
MP(FRI)-Sand Volleyball + Drinks/Food: BB - Crystal City
MP(FRI)-Sand Volleyball + Drinks/Food: BB - Crystal City
***Please read all and make sure you agree before you sign up.*** **Court Type:** Outdoor Sand **Level:** intermediate BB **Transportation:** Parking will be right by the sand courts, behind the courts, and there is garage parking close to the courts. Metro is the Blue and Yellow Lines. **What to bring:** at least 3 bottles of water and a ball if you have one. **MAX:** 10 players per net. (1 Net-small court) **Restroom:** Restrooms are across the street in the restaurants. **Bonus:** After the event(optional, we might go get drinks and food in a local restaurant). **Host's Philosophy on This Event:** The purpose of this meetup is to create a fun and supportive environment where we can improve our skills, enjoy competitive games, and connect socially. While we do aim to play seriously and challenge ourselves, the focus is more on growth and enjoyment than simply winning at all costs. That’s why the title doesn’t include “competitive” or “social”—we want a healthy mix of both. This is a space where you won’t be judged for making mistakes, ***but we do expect you to listen to the organizer if they make suggestions or adjustments***. We also expect a mindset geared toward learning and getting better over time. That said, this event isn’t intended for beginners; an understanding of the game is expected so that everyone can contribute to meaningful and engaging matches. The host holds the right to remove you from the game if they believe that you are at a C level. **Skill Level:** 1. **If you want to know your level, please see the link below:** [Smiley Social Volleyball Levels](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/edit) **YouTube:** The games may be recorded and uploaded to our channel here: Let the host know if you have issues with this ahead of the event. [https://www.youtube.com/@mp02626](https://www.youtube.com/@mp02626) **ATTENDANCE:** **Player Selection:** Regulars > League Members > Your Vibe > Smiley Attendance Ratio\* > Skills > New Members The host takes attendance very seriously. Please remove yourself from the event (if you can't make it) as early as possible to allow others to join. You will be marked as a ***no-show*** if you don't show up to the event. One no-show means you will be removed from the group. See the rules below. **\*The organizers can see the number of times you have attended events vs the times you have dropped out. If your drop rate is more than 50%, you may not be accepted to the going list.** [Smiley Social Rules](https://docs.google.com/document/d/1HrG35p_0M08leRvCp8XWG3CMkr_GL928XFabl5T6Dvg/edit) **Q&A** * Bringing your **dog** is welcome and encouraged. * *Can I come if I don't know how to play?* No, you may not. The host teaches a beginner's volleyball class that you may attend on Saturdays. * *Can I be late or leave early?* The host expects you to be there **on time** and leave on time. If you need to arrive late or leave early, please let the host know in advance. * *Can I come even if I am not on the going list?* No * Why Max the players at 10 when you can do 6v6? This court is already for 2v2; getting 6 players on each side is overkill. * How can I become a regular if I don't ever get to attend? You can attend my other events on weekdays/weekends. Show me you have good skills and bring good vibes! **Smiley Social documents:** 1. [Group Rules](https://docs.google.com/document/d/1HrG35p_0M08leRvCp8XWG3CMkr_GL928XFabl5T6Dvg) 2. [Liability Waiver](https://docs.google.com/document/d/1W2mq-7m99lmvd7gdWYaSUFtvVg4UGnzV6koafAbHmco) 3. [Smiley Social Volleyball Levels](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/edit)
A MAFN / NOVA Scribes Facilitation Open House!
A MAFN / NOVA Scribes Facilitation Open House!
What does it look like when ideas come to life? Join NOVA Scribes and MAFN for a full-day, in-person open house where the public is invited to step inside the world of facilitation. This is a come-and-go experience designed for curiosity, exploration, and conversation. Whether you are new to facilitation groups, you are welcome. The space will be set up as a "theater in the round," (see the image) with facilitators working live around the room. Throughout the day, you will see different techniques, styles, and modalities demonstrated in real time, from visual templates, facilitation tools, and decision-support methods. You can observe, ask questions, and engage directly with the practitioners as the work unfolds. **What you can expect** * Live demonstrations of facilitation techniques * Multiple practitioners working simultaneously, each with their own approach and style * Short, informal demos and tiny teaches that explain how and why specific techniques are used * Opportunities to talk one-on-one with experienced facilitators * A chance to see how facilitation can support sensemaking, alignment, and group dialogue **What you might explore** * Methods and templates for planning, strategy, and reflection * Facilitation methods that support participation and decision making * Tools, materials, and setup considerations for live work This open house is designed to be accessible, hands-on, and inspiring. You do not need to stay all day. Come for 20 minutes or stay for hours. Watch ideas take shape. Notice how facilitation can change the energy in the room. Ask the questions you have always wanted to ask. If you have ever been curious about how facilitation works and supports groups, this is your chance to experience it up close. **Open to the general public. No prior experience required.** We’re not charging for this workshop, but we will be asking for donations!
Thai in Potomac Yard!
Thai in Potomac Yard!

Robotics Events This Week

Discover what is happening in the next few days

 Partnering with Spirit to Solve Problems
Partnering with Spirit to Solve Problems
“When you open yourself to divine truth, the mere fact that you can identify a problem means that you have the solution within you. What you are attempting to achieve through the Spiritual Exercises of ECK is the expansion of consciousness whereby you can better see the solution to your problem.” ─ Harold Klemp, The Golden Heart, p. 88 You are Divine Soul – and have the godlike power of creative imagination within you. Using this power, you can find solutions for every problem and take charge of your own life. But how do you actually do it? How can you best tap the creativity of your true self, and manifest a happier and more productive life for yourself now? During a lively discussion, we’ll explore ways to more consciously connect with the Divine power, more effectively address our fears, and transform the way we identify and work with problems. All attendees will receive a free copy of the book, “ECK Wisdom on Solving Problems.” We look forward to seeing you there!
Free Self-Defense Class – Maryland Systema (Takoma Park)
Free Self-Defense Class – Maryland Systema (Takoma Park)
Have you been thinking about trying self-defense training, but do not want a loud, aggressive, or overly competitive environment? This free intro class is a simple way to get started. Maryland Systema offers practical self-defense training for adults in Takoma Park with a focus on movement, awareness, breathing, posture, and calm under pressure. This class is designed for beginners and first-timers who want real-world self-defense training in a welcoming setting. You do not need experience. You do not need to be in top shape. You do not need a martial arts background. You just need to show up ready to learn. This is not a sport-based class built around winning points, memorizing routines, or trying to look impressive. It is a more practical approach to adult self-defense training that helps you stay balanced, aware, and functional when things feel uncertain. If you have been searching for self-defense classes in Takoma Park, beginner self-defense near you, or practical self-defense training for adults, this class is a good place to start. **What you will work on** * Breathing and staying calm under pressure * Movement that improves balance and mobility * Awareness and posture * Simple partner drills * Practical self-defense training for beginners **Who this class is for** * Adults new to self-defense training * Beginners looking for a low-pressure class * People who want practical self-defense instead of sport martial arts * Adults in Takoma Park, Silver Spring, Rockville, and nearby areas looking for realistic self-defense classes **What to wear** Please wear comfortable workout clothes. No uniform is required. **Why start with this class** This free intro class gives you a chance to experience the training, meet the group, and see whether Maryland Systema is the right fit for you before joining regular weekly classes. **RSVP** Reserve your spot and come try a beginner-friendly self-defense class in Takoma Park.
Ted Talk Discussion: The Path to Governing AI
Ted Talk Discussion: The Path to Governing AI
No one truly understands AI, not even experts, says Helen Toner, an AI policy researcher and former board member of OpenAI. But that doesn't mean we can't govern it. She shows how we can make smart policies to regulate this technology even as we struggle to predict where it's headed — and why the right actions, right now, can shape the future we want. ​​​​Here is how it works: * ​​​​​​​Prior to the event: **Please watch this YouTube video:** [https://www.youtube.com/watch?v=LUn8IjZKBPg](https://www.youtube.com/watch?v=LUn8IjZKBPg) * ​During the event: We will discuss the following questions: 1. Because AI is changing so fast, it is hard to predict what new things it will be able to do next month. What steps can we take to stay open-minded and adaptable as these tools change how we learn and create? 2. There is a big debate about whether using AI helps us learn faster or makes us skip the hard work of thinking. How can we find a healthy balance between using these new tools and keeping our own minds sharp and active? 3. History shows that the people who use a technology should have a say in how it is shaped for the future. How can we ensure that our local communities have a voice in how AI is developed and used? \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- To provide an enjoyable experience for fellow participants, here are three ground rules during discussion events: 1. Step up and step back. (If you feel that you’ve been talking too much, step back to listen more. If you feel that you’ve been relatively quiet, step up to share your perspective or ask a question) 2. Listen to understand, not to respond. 3. Be open-minded and value differences.
Bladensburg Waterfront to Lake Artemesia and Beyond with E-bike Lovers
Bladensburg Waterfront to Lake Artemesia and Beyond with E-bike Lovers
[https://ridewithgps.com/routes/38382930](https://ridewithgps.com/routes/38382930) 24.1 miles. Picnic at Beltsville Community Center, 14 miles into the trail. Restrooms are available at the beginning, the middle, and the end of the event. This is an easy ride on relatively flat terrain and should be appropriate for all bikers and all bikes. The route is 24 miles and about 800 feet elevation gain. It should be a beautiful day. **WHERE AND WHEN WE MEET:** Bladensburg Waterfront Park, 4601 Annapolis Rd, Bladensburg, MD 20710. We meet at 10:00 and ride at 10:15am **ROUTE:** MD-Trail 1 - can be downloaded from Ride with GPS here: [https://ridewithgps.com/routes/38382930](https://ridewithgps.com/routes/38382930) We'll take the Anacostia River Trail north to the Northeast Branch Trail through Riverdale Park, around the College Park Airport to Lake Artemesia. The Paint Branch Trail takes you through the University of Maryland campus, alongside USDA research fields to Cherry Hill Rd., where we can stop and reverse the route back to Bladensburg. Mileage round trip is 24 +/- but there's more trail at either end of the ride for those who want to put in more miles. **RESTROOMS** Restrooms are available at the beginning, the middle, and the end of the event. **WHAT TO BRING:** Our bikes will always be in our sight. No additional locks are required to keep your bike safe on this trip. Bring snacks and a light lunch if you want to eat on the journey. Don't forget to bring plenty of water to stay hydrated. **OTHER INFORMATION:** FYI: membership of the Ride With GPS E-bike Lovers club is now free as [www.ebikelovers.com](http://www.ebikelovers.com/) is generating sufficient income from ads to cover the costs. Here is the link to activate your free membership: [https://ridewithgps.com/auto_approve/Club/6746/Zwa5jhttF5mJrFbN](https://ridewithgps.com/auto_approve/Club/6746/Zwa5jhttF5mJrFbN) You will have access to over 2,000 miles of curated e-bike routes. With free membership, we hope everyone will download trails before we e-bike. This is the link to the EBL Ride With GPS page: [https://ridewithgps.com/organizations/6746-e-bike-lovers](https://ridewithgps.com/organizations/6746-e-bike-lovers) For the E-bike Lovers group to be successful, we need to grow our membership carefully. Please feel free to invite other E-bike lovers, spread the word and let's have fun. Please only RSVP if you are coming, so we know how many E-bike Lovers will participate. We enjoy a nearly 100% RSVP success rate. Thank you so much for your help! As usual, non-assisted bikers are most welcome. **Your registration for this ride signifies your agreement with the terms of the disclaimer below.** **DISCLAIMER** **LIMITATION OF LIABILITY: TO THE FULLEST EXTENT PERMISSIBLE PURSUANT TO APPLICABLE LAW, NEITHER GREGORY MAASSEN, NATHAN MERRIS, RICHARD CAMER, TRIP COORDINATORS, THEIR AFFILIATES, FAMILY AND FORMER AND CURRENT EMPLOYERS NOR ANY OTHER PARTY INVOLVED IN CREATING, PRODUCING, OR DELIVERING E-BIKE LOVERS GUIDES, OUR MEETUP EVENTS, AND THE GPS E-TRAILS IS LIABLE FOR ANY DIRECT, INCIDENTAL, CONSEQUENTIAL, INDIRECT, EXEMPLARY, OR PUNITIVE DAMAGES ARISING OUT OF A USER’S ACCESS TO, OR USE OF THE E-BIKE LOVERS GUIDES, OUR MEETUP EVENTS, AND THE GPS E-TRAILS.** **See for the full disclaimer: https://ebikelovers.com/disclaimer**
(RENTALS AVAILABLE) Anacostia River Paddle to Kenilworth Aquatic Gardens
(RENTALS AVAILABLE) Anacostia River Paddle to Kenilworth Aquatic Gardens
This is the first event of the year where you can rent a canoe or kayak. Scroll down for more information on renting from Prince George's County. Postponing this by a week, so hopefully the forecast is warmer and less breezy. I've adjusted the times so there will still be plenty of water to explore Kenilworth Aquatic Gardens. We'll shove off from Bladensburg Waterfront Park promptly at 1:30pm and head downstream towards Kenilworth, about two miles downstream. We'll do a loop around the wetlands and hopefully see some early blooms and plenty of birds. Once everyone regroups, we'll turn around and paddle back to Bladensburg, arriving before 4pm to accommodate rental returns. This is event is suitable for paddleboards (including iSUPs), recreational/touring kayaks, and canoes, but not inflatable kayaks. Everyone must WEAR, not just bring a USCG-approved life jacket or PFD. **RENTERS** The Prince George's County Parks Department rents single and tandem kayaks or canoes at this launch. You MUST reserve beforehand (several days before a nice weather weekend). Rentals run from 1pm-4pm. We will start paddling at 1:30 and be back at the ramp just before 4. **As a reminder, this group is geared towards paddlers with at least a modest amount of experience.** We do not offer instruction and highly advise against joining any of these events if you have never paddled before. [Double check the date and reserve boats here.](https://mdpgparksweb.myvscloud.com/webtrac/web/search.html?Action=Start&SubAction=&_csrf_token=kU6I180Y6V00232Y1Q452Q4D5X5Z545S0A6Y605H5P73595T6I4G035O645C656Q5X4J5C576L5S4B6H4V6R5V4J6P5271544Z565805534O4X53016E4Q5A5A076S405G&begindate=05%2F10%2F2026&enddate=05%2F10%2F2026&type=&subtype=&category=&keyword=&keywordoption=Match+All&features=&quantity=1&secondarycode=&features1=&features2=&features3=&features4=&features5=&features6=&features7=&features8=&blockstodisplay=24&begintime=01%3A00+pm&endtime=04%3A00+pm&primarycode=BWP+Rentals&timeblocksearch=&display=Graphical&layer=42018&module=RN&multiselectlist_value=&rnwebsearch_buttonsearch=yes) Single Kayaks: $25 for Prince George's and Montgomery County residents; $33 for non-residents Tandem Kayaks & Canoes: $30 for Prince George's and Montgomery County residents; $39 for non-residents
DC Kali's Beginner & Advanced Class - Saturday Meetup
DC Kali's Beginner & Advanced Class - Saturday Meetup
Covid Alert: We will start having classes again at Canal Park on Wednesdays and the dojo on Saturdays. Please bring your own hand sanitizer, and a mask are a must! We'll practice from a safe distance from each other; and progress from there. On Saturdays, class is limited to the first 5 persons to rsvp (until further notice) "DC Kali" is an official training group for FCS Kali. Our curriculum includes knifes, swords, stick-fighting, striking, and grappling; but we place a special emphasis on edged weapons. Please come out and learn some Kali. Our aim is to train hard, learn some sound defense strategies, and make friends along the way. Although FCS Kali is a combat-oriented systems that involves edged weapons, we provide a safe environment for learning w/o sacrificing realism in our training. We teach in small semi-private groups, allowing each individual student to progress as quickly as he or she can absorb the info being taught. Hope to see you all there. Mosi K. Jack, Esq. Training Group Instructor · FCS Manong (under Tuhon Ray Dionaldo) http://www.fcskali.com/ ) Filipino Combat Systems is an organization dedicated the preservation and promotion of all Filipino Martial Arts. Filipino Combat Systems(FCS) is an organization/system with members from around the world. FCS is based on Tuhon Ray Dionaldo's over 35 years of practicing various FMA (Filipino Martial Arts) styles. He's combine elements of each, into one system that's efficient, fast, concise, and logical. FCS members have extremely diverse backgrounds, and Martial Arts systems. We’ve all come together because of our love of the Filipino Martial Arts, and our unwillingness to become involved in the politics that has so often stifled our growth. Please pick one of the following class and fee combos: Drop-In Fee: $25/per class (after 1st free Saturday class) Monthly fees: $80/month (Wednesday park classes included for free), or Quarterly fees: $210/every 3 months (which comes to $70/month; includes the Wednesday park classes), or Wednesday Park only: $50/month • Cash and Paypal are preferred method of payment (online payments via Square are available at: https://squareup.com/market/dc-kali ) • One free trial class is permitted (but must rsvp ahead of class) • Equipment: if you have training knives, rattan sticks, training swords, and/or mma gloves bring them. If not, we may have a few extra. Training Videos http://www.fcskaliphilippines.com/fcs-curriculum-videos.html http://www.bloodnbonesgear.com/id5.html
Warehouse Organizing Work Day
Warehouse Organizing Work Day
**Join a work party to organize the Velocity Bike Co-op warehouse, usually on the first Saturday of each month from 9 a.m. to noon.** Mike Pattisall, Velocity's business manager, will guide volunteers in improving the space where we work. You don't need to be there the whole time. Just come when you can, and wear clothes you don't mind getting dirty with bicycle grease. **Help keep the warehouse organized so there's space to work on bikes on volunteer nights!** Please note that volunteers under 18 are required to have a parent or guardian attend the beginning of their first volunteering session in order to sign a waiver for them, and volunteers under 16 are required to have a parent or guardian present with them during all the time they spend volunteering at Velocity.

Robotics Events Near You

Connect with your local Robotics community

Quarterly Community Gathering
Quarterly Community Gathering
Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. 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)
LLM Showdown: ChatGPT vs Claude vs Gemini vs Local Models
LLM Showdown: ChatGPT vs Claude vs Gemini vs Local Models
Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. 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 Arduino Raspberry Pi Enthusiasts (CARPE) (Check Location)
Columbus Arduino Raspberry Pi Enthusiasts (CARPE) (Check Location)
Bring your Raspberry Pi, Arduino, microcontroller, or any other electronic project and join fellow electronics makers for a night of creativity and collaboration! This session is open forum to share your current projects—whether complete or in progress, it’s all interesting! Whether you’re deep into embedded systems, exploring new ideas, or just getting started, you’ll find a welcoming space to collaborate, share, and get inspired. **New to electronics or curious about tinkering?** You’re absolutely welcome. If you’re a beginner and want to experiment, I’ll have a couple of starter kits available so you can try things out—whether that’s blinking your first LED, putting something on a display, or experimenting with simple sensors. No pressure and no experience required—just an interest in learning and building. While we continue to pursue a more permanent venue for this Meetup, we’ll be using public library facilities based on availability. This session will be at the Worthington Park Library in the Olentangy Meeting Room.
NFT AI ART Columbus
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.
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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
COhPy Monthly Meeting
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 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
Duty vs. Results: What Makes an Action Moral?
Duty vs. Results: What Makes an Action Moral?
When judging morality, should we prioritize **intentions/duty** or **outcomes/results**? It introduces two influential philosophers as representatives of these approaches. * **Immanuel Kant (deontology):** An action is moral when it is done from **duty** and follows rational, universal principles (the **categorical imperative**). Certain acts—like lying—are wrong regardless of the consequences; you can’t do a wrong thing for a right reason. * **John Stuart Mill (utilitarian consequentialism):** The morality of an action is determined by its **effects**, specifically how much **happiness/well-being** it produces. Mill argues that some pleasures are “higher” than others, and that good intentions don’t redeem harmful outcomes. ## Discussion Questions 1. **The lying dilemma:** A murderer comes to your door and asks if your friend is hiding inside. Kant would say you must not lie. 2. **Can good intentions rescue a bad outcome?** 3. **The organ harvest problem:** A surgeon has five patients dying of organ failure and one healthy patient in for a checkup. Killing the one to harvest organs would save five lives, and the math works out for the utilitarian. Why does this feel so deeply wrong? Is that feeling a point in Kant's favor, or just a bias we should overcome? 4. **Do rules need exceptions?** Kant insists moral rules must be universal, with no exceptions. But most of us can imagine extreme scenarios where any rule seems like it should bend. Does the need for exceptions fatally undermine deontology, or is the strength of the system precisely that it refuses to bend? 5. **Who gets to calculate the consequences?** Utilitarianism asks us to maximize good outcomes, but we're notoriously bad at predicting consequences. If we can't reliably know the results of our actions, is it practical to base our entire moral system on outcomes? Does this uncertainty push us back toward rules and principles? 6. **Everyday morality:** Think about a real moral decision you've made recently, even a small one. Did you reason more like a Kantian (what's the right thing to do in principle?) or more like a utilitarian (what will produce the best result?)? Do most people naturally lean one way? 7. **Justice vs. the greater good:** A town can prevent a deadly plague by sacrificing one innocent person. The greater good is clearly served. But is it just? Can an action be morally right and deeply unjust at the same time? 8. **The big synthesis question:** Are these two systems actually opposed, or do they often arrive at the same answers by different paths? Is it possible that we need both: rules to guide us in the moment and consequences to evaluate systems and policies over time?