talk-data.com

Isabel is a Senior Software Engineer at Posit, PBC.

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

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