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We're super excited for our last meetup of 2025 - just before the holidays start, we're back in Amsterdam, and this time at AI House Amsterdam powered by Prosus, on Wednesday 10 December!

This edition will be extra interesting, since it will be about Profitability AI: Build it right. Make it fast. Keep it cheap.

AI projects don’t become business-critical overnight. They move through stages: from spark-of-an-idea prototypes to hardened, scalable systems that drive real revenue. In this meetup edition, we invite industry leaders to share the technical journeys their AI projects went through before becoming part of their core business. This evening is all about what it actually takes to build profitable AI: not just using the latest models, but creating systems that are efficient, scalable, operationally reliable, and deliver measurable value. You’ll hear how teams navigate the messy middle, from architecture choices to optimization strategies, to transform AI from a cool demo into a cost-effective production engine. Expect an honest look at real-world trade-offs, engineering challenges, and the solutions that made their AI both powerful and economical.

Excited as well?! We'd love to welcome you for a evening full of knowledge sharing, demos and of course great conversations, networking, and above all a fun evening with the PyData community!

Agenda

• 18:00 - 19:00: Walk-in with drinks & food
• 19:00 - 19:45: Talk 1 - Scaling Personalized Push Notifications by Floris Fok
• 19:45 - 20:00: Short break
• 20:00 - 20:45: Talk 2 - LLM distillation explained: Make smarter, cheaper, and deployable AI for enterprises by Mashrur Haider
• 20:45 - 21:30: Networking + drinks & bites

Talk 1 : Scaling Personalized Push Notifications by Floris Fok

This talk explores how we productionize personalized push notifications at scale—moving from proof-of-concept to serving 130 billion tokens per day to nearly half of Brazil's population. We'll share the journey from traditional CRM systems to personalized-powered notifications, covering the data processing pipeline, key architectural decisions, and operational challenges. Learn the trade-offs we navigated between latency and personalization depth, how we achieved a cost per order under 10 cents, and practical insights into productionizing foundation models for commerce.

Floris Fok is a Senior AI Engineer at Prosus Group, specializing in Generative AI. He helped develop Europe's second foundational model, Climate GPT, and has over 4 years of NLP experience spanning technologies from BERT to DeepSeek. Floris played a role in the development of Toqan and has been utilizing it since its early days.

Talk 2 : LLM distillation explained: Make smarter, cheaper, and deployable AI for enterprises by Mashrur Haider

Running large LLMs in production is expensive, but often unnecessary. In this masterclass, Mashrur Haider breaks down how distillation, a popular post-training technique, can cut inference costs by up to 70% while maintaining enterprise-grade performance. You’ll learn how distillation compares to quantization and fine-tuning, seeing real benchmarks. Key takeaways: Distillation 101: How it works and why enterprises use it. Benchmarks: Cost savings without accuracy trade-offs. Workflow: From data prep to deployment on Nebius Token Factory. Scaling: Running distilled models in production with compliance and reliability.

Mashrur Haider is a Tech PM at Nebius AI Studio with a deep healthcare background (BSc Genetics, Stony Brook; MSc Bioinformatics & ML, University of Amsterdam). He’s researched at Netherlands Cancer Institute, worked in Advanced R&D at Philips IGT Systems, and operated a VC-backed techbio startup. At Nebius Token Factory, he translates real customer needs into scalable, user-friendly products aimed at model customisation and dedicated inference.

Directions The venue for this meetup is AI House Amsterdam located at the Prosus Global Headquarters (Gustav Mahlerplein 5, 1082 MS Amsterdam). AI House Amsterdam is conveniently located next to the train station Amsterdam Zuid (3 minutes walking).

PyData Global 2025 is a 3-day virtual event for the international community of data scientists, data engineers, and developers of data analysis tools to share ideas and learn from each other.

During the conference, attendees will have the opportunity to attend live keynote sessions and talks, lightning talks, and get to know fellow members of the PyData Community.

The event will be virtually hosted.

COST: Pay what you can. Select "Individual Ticket" and adjust the price to what you can afford to contribute to NumFOCUS. Questions, can contact: [email protected]

Schedule: https://pydata.org/global2025/schedule Buy tickets here: https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets

PyData Global 2025, our biggest online event of the year—and we’d love for you to join us from December 9–11!

🔗 Browse the full program: https://pydata.org/global2025/schedule

This year’s conference brings together thousands of data scientists, analysts, engineers, and open-source enthusiasts for three days of learning and connection across 80+ talks, tutorials, and keynotes. Wherever you are in the world, PyData Global is your opportunity to dive deep into the latest tools, techniques, and ideas shaping data science today.

🌟 What to Expect This Year

🎥 Live From PyData Boston We’re excited to host a dedicated livestream track featuring select sessions broadcast directly from PyData Boston at the Microsoft NERD Center

🌟 PyData Global Keynotes

• Lisa Amini – Director, Data & AI Platforms Research, AI Horizons Network (IBM) “What’s Next in AI for Data and Data Management?”
• Isabel Zimmerman – Senior Software Engineer, Posit
• David Aronchick – CEO, Expanso “Taming the Data Tsunami: A Playbook to Get Ready for ML”
• Noor Aftab “The Next Commit: Building Inclusive, Data-Driven Ecosystems for Responsible A

🌟 Did you know? ⏪ Automatic Rewatch Is Included Busy during the conference days? No worries. Your registration gives you instant access to replay any session as soon as it ends—so you won’t miss a single talk, tutorial, or keynote.

Register your ticket today! https://pydata.org/global2025/tickets