Name: Data Version Control: Git reproducible data science from POC to prod
Start: 2026-02-12T18:00:00.000Z
Location: Coffee Lounge @ Hodge House

**PyData Wolverhampton Launch Event: From Data to Deployment**
Join us for the inaugural PyData Wolverhampton meetup! We're bringing together data scientists, engineers, AI practitioners, and anyone interested in Python and data science.
**What to Expect:**
This event features two practical talks on building AI systems that work in production:
**Talk 1: "From Demos to Deployed: Building AI Systems That Work, and Work Right"** Speaker: Stephen Toriola (Software & AI Engineer at Compare the Market) Explore how AI has evolved from simple demos to production systems, what makes AI work in real-world applications, and how to build responsibly.
**Talk 2: "Building AI Right: Ethics and Implementation in Practice"** Speaker: Nazeh Abel (AI Consultant at Medallion Technologies) Practical insights on implementing AI ethically, common pitfalls to avoid, and making better decisions when building AI systems.
**Agenda:**

* 6:00 PM - 6:30 PM: Arrivals, networking, and pizza
* 6:30 PM - 6:45 PM: Welcome and introductions
* 6:45 PM - 7:25 PM: Talk 1 - Stephen Toriola
* 7:25 PM - 8:05 PM: Talk 2 - Nazeh Abel
* 8:05 PM - 8:30 PM: Q&A and networking

**What to Bring:** Just yourself! No laptop or preparation needed. Bring business cards if you'd like to connect with other attendees.
**Food & Drinks:** Free pizza and soft drinks provided.
**How to Find Us:** University of Wolverhampton Science Park, Wolverhampton WV10 9RU
**By Public Transport:** From Wolverhampton train station, walk 5 minutes to the bus station. Take bus 32 or 33, ride for 7 stops (approximately 12 minutes) and drop off at Stafford Road. Walk 5 minutes to the Science Park.
**By Taxi:** 7-minute drive from Wolverhampton train/bus station.
**By Car:** Free parking available on-site.
**Accessibility:** The venue is on the ground floor and fully accessible.
We'll have PyData signage at the entrance to help you find us.
**Who Should Attend:** Data scientists, data analysts, machine learning engineers, software developers, students, and anyone interested in Python, data science, or AI. All skill levels welcome!
PyData Wolverhampton is part of the global PyData network, supported by NumFOCUS. We're building a community for data professionals in the Black Country.
Follow us on LinkedIn: [PyData Wolverhampton]
See you there!

PyData Wolverhampton

anthonette.dev

Amber Keyse

sulaiman najeeb

Indy

damilolaogunleye

From Data to Deployment: Building Production AI Systems

Science Park University of Wolverhampton

We're thrilled to invite you to the upcoming **PyData** event at **CityROCK** Johannesburg! **Make sure to take note of the date and venue.** This event is perfect for anyone passionate about Python, data, and networking without the distraction of sales and marketing pitches. Instead, we focus exclusively on technical discussions.

Don't miss this relaxed meetup where we'll have the chance to connect more personally.

Further event details TBA

**Terms and Conditions**

* PyData is a free community event.
* Spaces are limited. If you can't attend, please cancel your reservation.
* Climbing requires a day pass, a signed waiver, and gear rental. Visit [CityROCK](https://cityrock.co.za/) for more information.

**Getting There**
[CityROCK Johannesburg - Indoor Climbing Gym - Google Maps](https://www.google.com/maps?sca_esv=0a37820849624505&output=search&q=city+rock+johannesburg&source=lnms&fbs=AEQNm0DPvcmG_nCbmwtBO9j6YBzM68ZanC7g01Skprhw5JoufeOS3s50R2UVAdFKPiGec2tgU3vDfpaKG3EBfiLbXLrB65Cr2lTI-QZlHkIvFuVzRiUW-gpYA71-TOj-ong5IzDShm1tTyCDMK5HlAwM5Am-zCNbVHjqkSby_k6QG61AZx2tF7V8_FfKI0pltUveXxaHEs9JXXgEkjox0UHRbZy6AV8PlA&entry=mc&ved=1t:200715&ictx=111)

**Call for Speakers**
Interested in speaking at a PyData event? Submit your session abstracts at [https://sessionize.com/pydata-johannesburg/](https://sessionize.com/pydata-johannesburg/)

PyData Johannesburg

Luis de Sousa

Monthly Meetup @ CityROCK

CityRock- JHB

2 tech talks on data science tools.

Talk 1: [DVC - Data Version Control](https://dvc.org/) has been central to enabling the Continuum Media Data Science team to rapidly prototype trained machine learning models while still being entirely reproducible on any machine by any team member. We've successfully extended our git version control processes with our experiment process in a production ready pipeline that deploys AWS SageMaker endpoints ready for inference via our online platform. In this talk we'll introduce DVC, share some example code and outline how you can use it to achieve the same in your work.

Talk 2: TBA

Continuum Media have graciously sponsored this event. [Continuum Media builds the only managed service exchange for linear TV](https://www.continuummedia.tv/), and we build it right from Cardiff.

PyData Cardiff Meetup

Dave Parr

Ryan Emerson

Iveta S

Owen Evans

Jeremy North

Kaelon Lloyd

Burhan Anis

Aidan O'Donnell

Peter UI Odogwu

Graham G

Mary C

Michael Hodge

Anna L

James

Data Version Control: Git reproducible data science from POC to prod

Coffee Lounge @ Hodge House

PyData

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This group is operated by NumFOCUS, Inc. PyData is a program of NumFOCUS, a U.S.-based 501(c)3 non-profit. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including Python, Julia, R, and more.

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NumFOCUS, Inc.

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