Building on our advancements unveiled at the New York Summit, this session explores the evolution of Nova Agents beyond conventional web browsing, human-in-the-loop (HITL) oversight, and standard tool use. We will dive into hybrid approaches, innovative LLM-tool interactions, and API-driven strategies that boost efficiency, reliability, and autonomy in agentic AI systems. Additionally, we'll highlight how supervisors can utilize HITL to approve, refine, and assume control of agent workflows, enabling more robust and flexible AI operations.

Learn more: More AWS events: https://go.aws/3kss9CP

Subscribe: More AWS videos: http://bit.ly/2O3zS75 More AWS events videos: http://bit.ly/316g9t4

ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

[ENGLISH below]

Zapraszamy na Python Summit 2025 - jedną z niewielu w Polsce konferencji poświęconych w pełni językowi Python\, przygotowaną przez osoby od lat specjalizujące się w tym obszarze - społeczności PyData oraz PyWaw. Na uczestników wydarzenia czeka wiele ciekawych i wartościowych wystąpień, oparta o produkcyjne case’y i niedostępna nigdzie indziej praktyczna wiedza.

Krótko o wydarzeniu:

🌐 04.12.2025 Online - transmisje na żywo oraz specjalnie przygotowane nagrania dostępne jako VoD

🏢 05.12.2025 Centrum Nauki Kopernik, Warszawa

📢 Tematyka: ◾ Data Science ◾ AI ◾ Data Engineering ◾ Deep Dive ◾ Performance ◾ Tools ◾ DevOps & Cloud ◾ Cybersecurity ◾ Alternative implementations ◾ Web ◾ Testing ◾ Embedded ◾ Architecture ◾ Best Practices ◾ Applied Python… i więcej

Chcesz zdobyć jeszcze więcej wiedzy i praktycznych umiejętności? Sprawdź pakiety Multipass, z którymi w ramach 1 biletu zyskasz dostęp do odbywających się jednocześnie 3 konferencji: DevAI by DSS, Ya!vaConf oraz Python Summit.

🔗 Więcej informacji i rejestracja na stronie: PythonSummit.org UWAGA: Liczba miejsc ograniczona

------ [English]

We invite you to Python Summit 2025 – one of the few conferences in Poland dedicated entirely to the Python language, prepared by people who have specialized in this area for years – the PyData and PyWaw communities. Attendees can expect many interesting and valuable presentations, based on production cases and practical knowledge not available anywhere else.

About the event:

🌐 04.12.2025 Online - Live streams and specially prepared recordings available as VoD

🏢 05.12.2025 Copernicus Science Centre, Warsaw

📢 Topics: ◾ Data Science ◾ AI ◾ Data Engineering ◾ Deep Dive ◾ Performance ◾ Tools ◾ DevOps & Cloud ◾ Cybersecurity ◾ Alternative implementations ◾ Web ◾ Testing ◾ Embedded ◾ Architecture ◾ Best Practices ◾ Applied Python… and more

Do you want to gain even more knowledge and practical skills? Check out the Multipass packages, which give you access to three simultaneous conferences with a single ticket: DevAI by DSS, Ya!vaConf, and Python Summit.

🔗 More information and registration at: PythonSummit.org NOTE: Limited space available

❄️ DSF WinterFest 2025: Global Online Summit ❄️

Join the global data celebration!

Monday 24th to Friday 28th November 2025 Online \| 2-3 sessions per day \| Theme: Innovating with Data

DSF WinterFest is back, and this year, it’s going global! Join our 50,000-strong community for a week of world-class talks, tutorials, and panels exploring how data, AI, and analytics are reshaping the world. Expect inspiring content, expert insights, and the cosy, welcoming DSF atmosphere we are known for, all from the comfort of your own space!

Why join? 🌍 A global stage with speakers and attendees from every corner of the world 🎟️ One ticket for the full week. Register once and access every session 💻 Easy access from anywhere. Join live or catch replays in your own time ☕ Cosy community vibe. No travel, no stress, just data and connection

➡️ REGISTER HERE FOR FREE! ⬅️

🎟️ Tickets:

Choose your experience and secure your spot today: Free Pass - Watch live and enjoy replays until 30 November 2025 Upgrade at Checkout - Get extended replay access until May 2026

Register on our website to receive your joining links, add sessions to your calendar, and tune in live from anywhere in the world.

Please note: Clicking “Attend” on Meetup does not register you for this summit. You must register via our website to receive your links.

🎁 Competition:

We’re spreading festive cheer! One lucky attendee will win a £300 Amazon gift voucher (or equivalent in your currency). Find out more here.

❄️❄️❄️

Session details:

💡 The Great Data Engineering Reset: From Pipelines to Agents and Beyond 🗓️ Friday 28th November ⏰ 15:00 PM GMT 🗣️ Joe Reis, Data Engineer and Architect

For years, data engineering was a story of predictable pipelines: move data from point A to point B. But AI just hit the reset button on our entire field. Now, we're all staring into the void, wondering what's next. While the fundamentals remain unchanged, data continues to pose challenges in traditional areas such as security, data governance, management, and modeling. Everything else is up for grabs.

This talk will cut through the noise and explore the future of data engineering in an AI-driven world. We'll discuss how our focus must shift from building dashboards and analytics to architecting for automated action. The reset button has been pushed. It's time for us to invent the future of our industry.

Joe Reis, a "recovering data scientist" with 20 years in the data industry, is the co-author of the best-selling O'Reilly book, "Fundamentals of Data Engineering." He’s also the instructor for the wildly popular Data Engineering Professional Certificate on Coursera, in partnership with DeepLearning.ai and AWS.

Joe’s extensive experience encompasses data engineering\, data architecture\, machine learning\, and more. He regularly keynotes major data conferences globally\, advises and invests in innovative data product companies\, writes at [Practical Data Modeling](https://practicaldatamodeling.substack.com/) and his [personal blog](https://joereis.substack.com/)\, and hosts the popular data podcast "[The Joe Reis Show.](https://open.spotify.com/show/3mcKitYGS4VMG2eHd2PfDN?si=3d3fde23fc1c4a33)" In his free time\, Joe is dedicated to writing new books and articles and thinking of ways to advance the data industry.

➡️ REGISTER HERE FOR FREE! ⬅️

❄️❄️❄️

🔗 How to join:

Once registered, you’ll receive your unique joining link by email, plus handy reminders one week, one day, and one hour before each session. Don't forget to add the sessions you are attending to your calendar. If you can’t make it live, don’t worry, your ticket includes replay access until 30 November 2025 (or May 2026 with the upgrade).

📘 Reminders:

Time zones: All sessions are listed in GMT - please check your local time when registering.

Recordings: Access replays until 30 November 2025 with a free pass, or until May 2026 with an upgraded ticket

Please note: Clicking “Attend” on Meetup does not register you for this summit. You must register via our website to receive your links.

➡️ REGISTER HERE FOR FREE! ⬅️

Join the Celebration ❄️ Five days. Global speakers. Cutting-edge insights. Free to join live - replays included. Upgrade for extended access. Register now and be part of the global data community shaping the future. #DSFWinterFest

❄️ DSF WinterFest 2025: Global Online Summit ❄️

Join the global data celebration!

Monday 24th to Friday 28th November 2025 Online \| 2 sessions per day \| Theme: Innovating with Data

DSF WinterFest is back, and this year, it’s going global! Join our 50,000-strong community for a week of world-class talks, tutorials, and panels exploring how data, AI, and analytics are reshaping the world. Expect inspiring content, expert insights, and the cosy, welcoming DSF atmosphere we are known for, all from the comfort of your own space!

Why join? 🌍 A global stage with speakers and attendees from every corner of the world 🎟️ One ticket for the full week. Register once and access every session 💻 Easy access from anywhere. Join live or catch replays in your own time ☕ Cosy community vibe. No travel, no stress, just data and connection

➡️ REGISTER HERE FOR FREE! ⬅️

🎟️ Tickets:

Choose your experience and secure your spot today: Free Pass - Watch live and enjoy replays until 3rd December 2025 Upgrade at Checkout - Get extended replay access until May 2026

Register on our website to receive your joining links, add sessions to your calendar, and tune in live from anywhere in the world.

Please note: Clicking “Attend” on Meetup does not register you for this summit. You must register via our website to receive your links.

🎁 Competition:

We’re spreading festive cheer! One lucky attendee will win a £300 Amazon gift voucher (or equivalent in your currency). Find out more here.

❄️❄️❄️

Session details:

💡 Agentic Systems in Practice: Applying AI to Investments 🗓️ Thursday 27th November 2025 ⏰ 15:00 - 16:00 PM GMT 🗣️ Kristof Rabay, Applied AI @ The Carlyle Group

A brief technical look at how we arrived at today’s AI capabilities, followed by building an agentic system using OpenAI Agents SDK (any modern framework offers similar primitives and can get you production-ready). We’ll then fine-tune a small model to show how end-user alignment can be layered on top, illustrating where most real applied-AI work is shifting today.

➡️ REGISTER HERE FOR FREE! ⬅️

❄️❄️❄️

🔗 How to join:

Once registered, you’ll receive your unique joining link by email, plus handy reminders one week, one day, and one hour before each session. Don't forget to add the sessions you are attending to your calendar. If you can’t make it live, don’t worry, your ticket includes replay access until 3rd December 2025 (or May 2026 with the upgrade).

📘 Reminders:

Time zones: All sessions are listed in GMT - please check your local time when registering.

Recordings: Access replays until 3rd December 2025 with a free pass, or until May 2026 with an upgraded ticket

Please note: Clicking “Attend” on Meetup does not register you for this summit. You must register via our website to receive your links.

➡️ REGISTER HERE FOR FREE! ⬅️

Join the Celebration ❄️ Five days. Global speakers. Cutting-edge insights. Free to join live - replays included. Upgrade for extended access. Register now and be part of the global data community shaping the future. #DSFWinterFest

❄️ DSF WinterFest 2025: Global Online Summit ❄️

Join the global data celebration!

Monday 24th to Friday 28th November 2025 Online \| 2-3 sessions per day \| Theme: Innovating with Data

DSF WinterFest is back, and this year, it’s going global! Join our 50,000-strong community for a week of world-class talks, tutorials, and panels exploring how data, AI, and analytics are reshaping the world. Expect inspiring content, expert insights, and the cosy, welcoming DSF atmosphere we are known for, all from the comfort of your own space!

Why join? 🌍 A global stage with speakers and attendees from every corner of the world 🎟️ One ticket for the full week. Register once and access every session 💻 Easy access from anywhere. Join live or catch replays in your own time ☕ Cosy community vibe. No travel, no stress, just data and connection

➡️ REGISTER HERE FOR FREE! ⬅️

🎟️ Tickets:

Choose your experience and secure your spot today: Free Pass - Watch live and enjoy replays until 30 November 2025 Upgrade at Checkout - Get extended replay access until May 2026

Register on our website to receive your joining links, add sessions to your calendar, and tune in live from anywhere in the world.

Please note: Clicking “Attend” on Meetup does not register you for this summit. You must register via our website to receive your links.

🎁 Competition:

We’re spreading festive cheer! One lucky attendee will win a £300 Amazon gift voucher (or equivalent in your currency). Find out more here.

❄️❄️❄️

Session details:

💡 Beyond Benchmarks: A Practical Framework for Measuring Success for Enterprise-Scale LLM Solutions 🗓️ Thursday 27th November ⏰ 12:30 PM GMT 🗣️ Li Fu, Data & AI Scientist

Most organisations today can build a prototype with an LLM — but far fewer know how to measure whether it’s actually working. In enterprise settings, where reliability, safety, and business value matter as much as creativity, having the right evaluation framework is the difference between a successful GenAI rollout and an expensive experiment.

This session introduces a comprehensive performance and utility suite designed specifically for evaluating generative AI systems like Retrieval-Augmented Generation (RAG) pipelines and agentic workflows. We’ll walk through a four-dimension framework that goes beyond model accuracy:

RAG Metrics: Precision, recall, grounding, and relevance of retrieved information.

Summarisation Metrics: Faithfulness, coherence, and compression quality of generated summaries.

Prompt Metrics: Effectiveness, robustness, and generalisability of LLM instruction design.

Ethics Metrics: Fairness, safety, factual integrity, and risk-based compliance checks.

Attendees will also learn how to connect these technical metrics to real-world outcomes, including user trust, operational efficiency, regulatory readiness, and ROI. Drawing on lessons from deploying GenAI in highly regulated enterprise environments, we’ll explore how to build automated evaluation pipelines, integrate human-in-the-loop feedback, and continuously improve performance post-deployment. We'll also talk about how enterprises balance technical metrics with business KPIs when deciding if a GenAI system is production-ready.

By the end, you’ll walk away with an actionable evaluation playbook that transforms GenAI from a promising prototype into a measurable, trustworthy, and business-critical system.

➡️ REGISTER HERE FOR FREE! ⬅️

❄️❄️❄️

🔗 How to join:

Once registered, you’ll receive your unique joining link by email, plus handy reminders one week, one day, and one hour before each session. Don't forget to add the sessions you are attending to your calendar. If you can’t make it live, don’t worry, your ticket includes replay access until 30 November 2025 (or May 2026 with the upgrade).

📘 Reminders:

Time zones: All sessions are listed in GMT - please check your local time when registering.

Recordings: Access replays until 30 November 2025 with a free pass, or until May 2026 with an upgraded ticket

Please note: Clicking “Attend” on Meetup does not register you for this summit. You must register via our website to receive your links.

➡️ REGISTER HERE FOR FREE! ⬅️

Join the Celebration ❄️ Five days. Global speakers. Cutting-edge insights. Free to join live - replays included. Upgrade for extended access. Register now and be part of the global data community shaping the future. #DSFWinterFest

❄️ DSF WinterFest 2025: Global Online Summit ❄️

Join the global data celebration!

Monday 24th to Friday 28th November 2025 Online \| 2-3 sessions per day \| Theme: Innovating with Data

DSF WinterFest is back, and this year, it’s going global! Join our 50,000-strong community for a week of world-class talks, tutorials, and panels exploring how data, AI, and analytics are reshaping the world. Expect inspiring content, expert insights, and the cosy, welcoming DSF atmosphere we are known for, all from the comfort of your own space!

Why join? 🌍 A global stage with speakers and attendees from every corner of the world 🎟️ One ticket for the full week. Register once and access every session 💻 Easy access from anywhere. Join live or catch replays in your own time ☕ Cosy community vibe. No travel, no stress, just data and connection

➡️ REGISTER HERE FOR FREE! ⬅️

🎟️ Tickets:

Choose your experience and secure your spot today: Free Pass - Watch live and enjoy replays until 30 November 2025 Upgrade at Checkout - Get extended replay access until May 2026

Register on our website to receive your joining links, add sessions to your calendar, and tune in live from anywhere in the world.

Please note: Clicking “Attend” on Meetup does not register you for this summit. You must register via our website to receive your links.

🎁 Competition:

We’re spreading festive cheer! One lucky attendee will win a £300 Amazon gift voucher (or equivalent in your currency). Find out more here.

❄️❄️❄️

Session details:

💡 Competitor Response Planning Suite - Turning Threats into Strategic Advantage 🗓️ Wednesday 26th November ⏰ 12:30 PM (GMT) 🗣️ Rajat Kumar, Applied Data Science Manager @ dunnhumby and Namish Kaushik, Senior Applied Data Scientist @ dunnhumby

In today’s hyper-competitive retail environment, the presence of a competitor store isn’t just a challenge - it’s a direct threat to customer loyalty, sales, and profitability. This session introduces the Competitor Response Planning (CRP) Suite, a pioneering solution that fuses geo-spatial intelligence with predictive modeling to help retailers proactively counter competitive impact.

Built on the theme of “Innovating with Data”, the CRP Suite is a three-pronged modeling framework designed to predict customer churn risk across New Competitor Advent, Existing Competitor Landscapes and Instore Media Optimization.

The session will showcase how the CRP Suite integrates retailer data with third-party sources to extract key variables—store DNA, customer behavior, and geo-location—and trains custom propensity models tailored to different competitor types. This enables targeted retention strategies that replace generic mass offers with personalized interventions.

Attendees will also explore how the CRP Suite has been productionized into the Voila dashboard, empowering non-technical users to self-serve insights, trigger models, and navigate competitive threats with ease. Whether you're a data scientist, marketer, or business strategist, this session will demonstrate how data innovation can transform competitive threats into strategic opportunities—driving measurable outcomes for retailers and delighting customers through personalization.

➡️ REGISTER HERE FOR FREE! ⬅️

❄️❄️❄️

🔗 How to join:

Once registered, you’ll receive your unique joining link by email, plus handy reminders one week, one day, and one hour before each session. Don't forget to add the sessions you are attending to your calendar. If you can’t make it live, don’t worry, your ticket includes replay access until 30 November 2025 (or May 2026 with the upgrade).

📘 Reminders:

Time zones: All sessions are listed in GMT - please check your local time when registering.

Recordings: Access replays until 30 November 2025 with a free pass, or until May 2026 with an upgraded ticket

Please note: Clicking “Attend” on Meetup does not register you for this summit. You must register via our website to receive your links.

➡️ REGISTER HERE FOR FREE! ⬅️

Join the Celebration ❄️ Five days. Global speakers. Cutting-edge insights. Free to join live - replays included. Upgrade for extended access. Register now and be part of the global data community shaping the future. #DSFWinterFest

❄️ DSF WinterFest 2025: Global Online Summit ❄️

Join the global data celebration!

Monday 24th to Friday 28th November 2025 Online \| 2-3 sessions per day \| Theme: Innovating with Data

DSF WinterFest is back, and this year, it’s going global! Join our 50,000-strong community for a week of world-class talks, tutorials, and panels exploring how data, AI, and analytics are reshaping the world. Expect inspiring content, expert insights, and the cosy, welcoming DSF atmosphere we are known for, all from the comfort of your own space!

Why join? 🌍 A global stage with speakers and attendees from every corner of the world 🎟️ One ticket for the full week. Register once and access every session 💻 Easy access from anywhere. Join live or catch replays in your own time ☕ Cosy community vibe. No travel, no stress, just data and connection

➡️ REGISTER HERE FOR FREE! ⬅️

🎟️ Tickets:

Choose your experience and secure your spot today: Free Pass - Watch live and enjoy replays until 30 November 2025 Upgrade at Checkout - Get extended replay access until May 2026

Register on our website to receive your joining links, add sessions to your calendar, and tune in live from anywhere in the world.

Please note: Clicking “Attend” on Meetup does not register you for this summit. You must register via our website to receive your links.

🎁 Competition:

We’re spreading festive cheer! One lucky attendee will win a £300 Amazon gift voucher (or equivalent in your currency). Find out more here.

❄️❄️❄️

Session details:

💡 Context-Aware Vision Systems Using Knowledge Graphs 🗓️ Tuesday 25th November ⏰ 15:00 PM GMT 🗣️ Niyati P, Software, ML Lead

Traditional computer vision systems often rely solely on pixel-level features and deep learning to interpret images, limiting their ability to understand complex scenes or generalize across contexts. This talk introduces a new paradigm: context-aware vision systems powered by knowledge graphs. By embedding structured semantic knowledge into vision pipelines, machines can infer not just what is seen, but why it matters. We explore how knowledge graphs provide contextual cues—such as object relationships, scene hierarchies, and domain-specific constraints—that enhance visual perception and reasoning. From improving object recognition in ambiguous environments to enabling semantic scene parsing and zero-shot learning, this approach bridges the gap between raw visual data and high-level cognition. The session will highlight recent breakthroughs, implementation strategies using Graph Neural Networks (GNNs), and applications in domains like autonomous driving, medical imaging, and industrial robotics. Attendees will leave with insights on designing vision systems that not only see—but understand.

➡️ REGISTER HERE FOR FREE! ⬅️

❄️❄️❄️

🔗 How to join:

Once registered, you’ll receive your unique joining link by email, plus handy reminders one week, one day, and one hour before each session. Don't forget to add the sessions you are attending to your calendar. If you can’t make it live, don’t worry, your ticket includes replay access until 30 November 2025 (or May 2026 with the upgrade).

📘 Reminders:

Time zones: All sessions are listed in GMT - please check your local time when registering.

Recordings: Access replays until 30 November 2025 with a free pass, or until May 2026 with an upgraded ticket

Please note: Clicking “Attend” on Meetup does not register you for this summit. You must register via our website to receive your links.

➡️ REGISTER HERE FOR FREE! ⬅️

Join the Celebration ❄️ Five days. Global speakers. Cutting-edge insights. Free to join live - replays included. Upgrade for extended access. Register now and be part of the global data community shaping the future. #DSFWinterFest

❄️ DSF WinterFest 2025: Global Online Summit ❄️

Join the global data celebration!

Monday 24th to Friday 28th November 2025 Online \| 2 sessions per day \| Theme: Innovating with Data

DSF WinterFest is back, and this year, it’s going global! Join our 50,000-strong community for a week of world-class talks, tutorials, and panels exploring how data, AI, and analytics are reshaping the world. Expect inspiring content, expert insights, and the cosy, welcoming DSF atmosphere we are known for, all from the comfort of your own space!

Why join? 🌍 A global stage with speakers and attendees from every corner of the world 🎟️ One ticket for the full week. Register once and access every session 💻 Easy access from anywhere. Join live or catch replays in your own time ☕ Cosy community vibe. No travel, no stress, just data and connection

➡️ REGISTER HERE FOR FREE! ⬅️

🎟️ Tickets:

Choose your experience and secure your spot today: Free Pass - Watch live and enjoy replays until 3rd December 2025 Upgrade at Checkout - Get extended replay access until May 2026

Register on our website to receive your joining links, add sessions to your calendar, and tune in live from anywhere in the world.

Please note: Clicking “Attend” on Meetup does not register you for this summit. You must register via our website to receive your links.

🎁 Competition:

We’re spreading festive cheer! One lucky attendee will win a £300 Amazon gift voucher (or equivalent in your currency). Find out more here.

❄️❄️❄️

Session details:

💡 Revolutionizing Stock Markets with AI 🗓️ Tuesday 25th November 2025 ⏰ 12:30 - 1:30 PM GMT 🗣️ Liyana Saleem, Platform Engineer @ IBM & Pardis Farahi, Platform Engineer @ IBM

This session explores how AI is transforming today’s data-driven stock markets, where vast volumes of real-time information shape trading decisions. We’ll introduce how traditional trading approaches are now being augmented by machine learning, NLP, and reinforcement learning to detect patterns, analyse sentiment, and adapt to shifting market regimes. Using a fictional trading simulation, we’ll demonstrate how a simple model can anticipate short-term trends and make decisions informed by a company’s background data. We’ll also highlight real-world applications, examine the key advantages and common pitfalls of AI-driven systems, and touch on the importance of transparency and oversight when applying these tools in practice.

➡️ REGISTER HERE FOR FREE! ⬅️

❄️❄️❄️

🔗 How to join:

Once registered, you’ll receive your unique joining link by email, plus handy reminders one week, one day, and one hour before each session. Don't forget to add the sessions you are attending to your calendar. If you can’t make it live, don’t worry, your ticket includes replay access until 3rd December 2025 (or May 2026 with the upgrade).

📘 Reminders:

Time zones: All sessions are listed in GMT - please check your local time when registering.

Recordings: Access replays until 3rd December 2025 with a free pass, or until May 2026 with an upgraded ticket

Please note: Clicking “Attend” on Meetup does not register you for this summit. You must register via our website to receive your links.

➡️ REGISTER HERE FOR FREE! ⬅️

Join the Celebration ❄️ Five days. Global speakers. Cutting-edge insights. Free to join live - replays included. Upgrade for extended access. Register now and be part of the global data community shaping the future. #DSFWinterFest

Join the global data celebration!

Monday 24th to Friday 28th November 2025 Online \| 2-3 sessions per day \| Theme: Innovating with Data

DSF WinterFest is back, and this year, it’s going global! Join our 50,000-strong community for a week of world-class talks, tutorials, and panels exploring how data, AI, and analytics are reshaping the world. Expect inspiring content, expert insights, and the cosy, welcoming DSF atmosphere we are known for, all from the comfort of your own space!

Why join? 🌍 A global stage with speakers and attendees from every corner of the world 🎟️ One ticket for the full week. Register once and access every session 💻 Easy access from anywhere. Join live or catch replays in your own time ☕ Cosy community vibe. No travel, no stress, just data and connection

➡️ REGISTER HERE FOR FREE! ⬅️

🎟️ Tickets:

Choose your experience and secure your spot today: Free Pass - Watch live and enjoy replays until 30 November 2025 Upgrade at Checkout - Get extended replay access until May 2026

Register on our website to receive your joining links, add sessions to your calendar, and tune in live from anywhere in the world.

Please note: Clicking “Attend” on Meetup does not register you for this summit. You must register via our website to receive your links.

🎁 Competition:

We’re spreading festive cheer! One lucky attendee will win a £300 Amazon gift voucher (or equivalent in your currency). Find out more here.

❄️❄️❄️

Session details:

💡 Enhancing Data Quality for AI Success 🗓️ Monday 24th November ⏰ 15:00 - 16:00 PM (GMT) 🗣️ Aarohi Tripathi, Lead Data Engineer

The success of Artificial Intelligence (AI) applications significantly hinges on the quality of the data utilized. High-quality data is paramount for model accuracy, robustness, and reliability. This session explores the critical dimensions of data quality, including accuracy, completeness, consistency, and timeliness, and their impact on AI performance.This session engages in a comprehensive framework outlining best practices for data collection, cleaning, and validation to mitigate common challenges such as bias, noise, and missing values. Moreover, case studies illustrating successful data enhancement initiatives across various industries underscore the transformative potential of investing in data quality. By fostering a culture of data stewardship and employing advanced technologies for data management, organizations can enhance their AI capabilities, leading to more insightful decision-making and improved outcomes.

Aarohi currently works as a Senior Data Engineer at CVS Health. She builds data pipelines to capture product adoption metrics and then use this data to send out recommendations for the opportunity analytics. Previously she worked with Walmart for the Workforce Management and Contact Center Analytics teams building large scale data pipelines and capturing metrics using PowerBI and Tableau.

➡️ REGISTER HERE FOR FREE! ⬅️

❄️❄️❄️

🔗 How to join:

Once registered, you’ll receive your unique joining link by email, plus handy reminders one week, one day, and one hour before each session. Don't forget to add the sessions you are attending to your calendar. If you can’t make it live, don’t worry, your ticket includes replay access until 30 November 2025 (or May 2026 with the upgrade).

📘 Reminders:

Time zones: All sessions are listed in GMT - please check your local time when registering.

Recordings: Access replays until 30 November 2025 with a free pass, or until May 2026 with an upgraded ticket

Please note: Clicking “Attend” on Meetup does not register you for this summit. You must register via our website to receive your links.

➡️ REGISTER HERE FOR FREE! ⬅️

Join the Celebration ❄️ Five days. Global speakers. Cutting-edge insights. Free to join live - replays included. Upgrade for extended access. Register now and be part of the global data community shaping the future. #DSFWinterFest

❄️ DSF WinterFest 2025: Global Online Summit ❄️

Join the global data celebration!

Monday 24th to Friday 28th November 2025 Online \| 2-3 sessions per day \| Theme: Innovating with Data

DSF WinterFest is back, and this year, it’s going global! Join our 50,000-strong community for a week of world-class talks, tutorials, and panels exploring how data, AI, and analytics are reshaping the world. Expect inspiring content, expert insights, and the cosy, welcoming DSF atmosphere we are known for, all from the comfort of your own space!

Why join? 🌍 A global stage with speakers and attendees from every corner of the world 🎟️ One ticket for the full week. Register once and access every session 💻 Easy access from anywhere. Join live or catch replays in your own time ☕ Cosy community vibe. No travel, no stress, just data and connection

➡️ REGISTER HERE FOR FREE! ⬅️

🎟️ Tickets:

Choose your experience and secure your spot today: Free Pass - Watch live and enjoy replays until 30 November 2025 Upgrade at Checkout - Get extended replay access until May 2026

Register on our website to receive your joining links, add sessions to your calendar, and tune in live from anywhere in the world.

Please note: Clicking “Attend” on Meetup does not register you for this summit. You must register via our website to receive your links.

🎁 Competition:

We’re spreading festive cheer! One lucky attendee will win a £300 Amazon gift voucher (or equivalent in your currency). Find out more here.

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Session details:

💡 It’s Not Just the Ad: How Meta Learned to Rank Everything Around It 🗓️ Monday 24th November ⏰ 12:30 PM GMT 🗣️ Ayelet Lejtman, Staff Machine Learning Engineer at Meta

Most recommendation systems focus on ranking the main item—whether it’s the perfect product, ad, or video. But in high-impact environments like Meta, optimizing the presentation of that item can be just as critical. Which image best complements an ad? Which text overlay (“Best Seller,” “Limited Time”) will drive engagement? These “non-product” recommendations are often overlooked, yet they can be harder to model than the primary recommendation itself. In this talk, I’ll share our team’s multi-year journey from early missteps to a robust, scalable ranking pipeline for creative elements that surround the main recommendation. We’ll explore: Data collection and labeling strategies tailored to secondary recommendation targets

Model architectures and feature engineering approaches that work in large-scale environments

Lessons learned on experimentation speed, evaluation metrics, and failure patterns

Attendees will leave with actionable insights to design and deploy ranking models for any “artifact” that supports the main recommendation—whether in ads, e-commerce, or content platforms—so they can improve impact without overhauling their primary recommender system.

➡️ REGISTER HERE FOR FREE! ⬅️

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🔗 How to join:

Once registered, you’ll receive your unique joining link by email, plus handy reminders one week, one day, and one hour before each session. Don't forget to add the sessions you are attending to your calendar. If you can’t make it live, don’t worry, your ticket includes replay access until 30 November 2025 (or May 2026 with the upgrade).

📘 Reminders:

Time zones: All sessions are listed in GMT - please check your local time when registering.

Recordings: Access replays until 30 November 2025 with a free pass, or until May 2026 with an upgraded ticket

Please note: Clicking “Attend” on Meetup does not register you for this summit. You must register via our website to receive your links.

➡️ REGISTER HERE FOR FREE! ⬅️

Join the Celebration ❄️ Five days. Global speakers. Cutting-edge insights. Free to join live - replays included. Upgrade for extended access. Register now and be part of the global data community shaping the future. #DSFWinterFest

Speaker: Bianca Stratulat Start Date: Thu, Nov 20th 2025 · 7:00 PM EEST (5:00 PM GMT) Language: ENGLISH Location: Online (link visible for attendees)

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Description:

We’ll explore how to integrate Databricks and Power BI effectively, enabling your organisation to unlock real-time analytics and create impactful data stories.

You’ll learn how to: Leverage the Medallion architecture to design scalable and maintainable data workflows in Databricks. Seamlessly connect Power BI to Databricks and consume data for reporting and dashboards. Apply best practices for Direct Query vs Import, balancing real-time insights with performance and scalability.

Whether you’re a data engineer, analyst, or Power BI enthusiast, this session will provide practical techniques and lessons learned from real-world implementations to help you supercharge your analytics capabilities.

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At the end of the Meetup we'll have a Raffle with prizes offered by EDNA: 1 FREE one-year access Licenses on EDNA Platform for one lucky winner from the Live attendees !

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Speaker: Bianca Stratulat Databricks Champion & Chief Data Officer at UnifEye

Bianca is a Databricks Champion and Chief Data Officer at UnifEye, where she helps organisations unlock the full potential of their data using modern platforms and AI.

With over 10 years of experience in data engineering, analytics, and visual storytelling, she specialises in building scalable data solutions that bridge the gap between technical teams and business leaders.

She has been a speaker at the Databricks Data + AI Summit 2025 in San Francisco and regularly presents at industry events on topics like Lakehouse architecture, real-time analytics, and best practices for integrating Databricks with Power BI.

Bianca is passionate about empowering data communities and helping teams turn complex data into actionable insights that drive innovation and growth.

Connect with Bianca here:

• LinkedIn

Important: Register on the event website to receive joining link. (rsvp on meetup will NOT receive joining link). If you can't make to the live session, still register to receive recordings.

Description: Join Monte Carlo for IMPACT 2025, our flagship virtual summit on data and AI observability. Hear from the most forward-thinking leaders as they share how to build resilient, trustworthy systems across the modern data and AI estate.

Whether you’re leading enterprise AI initiatives, managing large-scale data platforms, or tackling governance and compliance, IMPACT Virtual is your front-row seat to the next era of trusted data and AI. Join the half-day event to hear:

• - Real-world strategies for operationalizing observability across data and AI
• - Bridging the gap between data and AI in production
• - Lessons from top-performing organizations scaling AI with reliability
• - A first look at new innovations for the future of data + AI observability

Register on the event website to receive joining link. (rsvp on meetup will NOT receive joining link).

Important: Register on the event website to receive joining link. (rsvp on meetup will NOT receive joining link). If you can't make to the live session, still register to receive recordings.

Description: Join Monte Carlo for IMPACT 2025, our flagship virtual summit on data and AI observability. Hear from the most forward-thinking leaders as they share how to build resilient, trustworthy systems across the modern data and AI estate.

Whether you’re leading enterprise AI initiatives, managing large-scale data platforms, or tackling governance and compliance, IMPACT Virtual is your front-row seat to the next era of trusted data and AI. Join the half-day event to hear:

• - Real-world strategies for operationalizing observability across data and AI
• - Bridging the gap between data and AI in production
• - Lessons from top-performing organizations scaling AI with reliability
• - A first look at new innovations for the future of data + AI observability

Register on the event website to receive joining link. (rsvp on meetup will NOT receive joining link).

Important: Register on the event website to receive joining link. (rsvp on meetup will NOT receive joining link). If you can't make to the live session, still register to receive recordings.

Description: Join Monte Carlo for IMPACT 2025, our flagship virtual summit on data and AI observability. Hear from the most forward-thinking leaders as they share how to build resilient, trustworthy systems across the modern data and AI estate.

Whether you’re leading enterprise AI initiatives, managing large-scale data platforms, or tackling governance and compliance, IMPACT Virtual is your front-row seat to the next era of trusted data and AI. Join the half-day event to hear:

• - Real-world strategies for operationalizing observability across data and AI
• - Bridging the gap between data and AI in production
• - Lessons from top-performing organizations scaling AI with reliability
• - A first look at new innovations for the future of data + AI observability

Register on the event website to receive joining link. (rsvp on meetup will NOT receive joining link).

Important: Register on the event website to receive joining link. (rsvp on meetup will NOT receive joining link). If you can't make to the live session, still register to receive recordings.

Description: Join Monte Carlo for IMPACT 2025, our flagship virtual summit on data and AI observability. Hear from the most forward-thinking leaders as they share how to build resilient, trustworthy systems across the modern data and AI estate.

Whether you’re leading enterprise AI initiatives, managing large-scale data platforms, or tackling governance and compliance, IMPACT Virtual is your front-row seat to the next era of trusted data and AI. Join the half-day event to hear:

• - Real-world strategies for operationalizing observability across data and AI
• - Bridging the gap between data and AI in production
• - Lessons from top-performing organizations scaling AI with reliability
• - A first look at new innovations for the future of data + AI observability

Register on the event website to receive joining link. (rsvp on meetup will NOT receive joining link).

Important: Register on the event website to receive joining link. (rsvp on meetup will NOT receive joining link). If you can't make to the live session, still register to receive recordings.

Description: Join Monte Carlo for IMPACT 2025, our flagship virtual summit on data and AI observability. Hear from the most forward-thinking leaders as they share how to build resilient, trustworthy systems across the modern data and AI estate.

Whether you’re leading enterprise AI initiatives, managing large-scale data platforms, or tackling governance and compliance, IMPACT Virtual is your front-row seat to the next era of trusted data and AI. Join the half-day event to hear:

• - Real-world strategies for operationalizing observability across data and AI
• - Bridging the gap between data and AI in production
• - Lessons from top-performing organizations scaling AI with reliability
• - A first look at new innovations for the future of data + AI observability

Register on the event website to receive joining link. (rsvp on meetup will NOT receive joining link).

Important: Register on the event website to receive joining link. (rsvp on meetup will NOT receive joining link). If you can't make to the live session, still register to receive recordings.

Description: Join Monte Carlo for IMPACT 2025, our flagship virtual summit on data and AI observability. Hear from the most forward-thinking leaders as they share how to build resilient, trustworthy systems across the modern data and AI estate.

Whether you’re leading enterprise AI initiatives, managing large-scale data platforms, or tackling governance and compliance, IMPACT Virtual is your front-row seat to the next era of trusted data and AI. Join the half-day event to hear:

• - Real-world strategies for operationalizing observability across data and AI
• - Bridging the gap between data and AI in production
• - Lessons from top-performing organizations scaling AI with reliability
• - A first look at new innovations for the future of data + AI observability

Register on the event website to receive joining link. (rsvp on meetup will NOT receive joining link).

Description Microsoft Fabric is powerful, but without the right monitoring and governance in place, it can quickly become a black box of ballooning costs, failed refreshes, and unclear ownership. In this interactive session, we’ll break down: The real-world governance challenges teams face in Microsoft Fabric What Microsoft offers out-of-the-box and where it falls short How to monitor your data estate, refreshes, and usage in a meaningful way. Proven strategies to track, forecast costs, audit, and optimise your Fabric environment. We’ll also showcase how you can enable data teams to: - Score their governance maturity - Monitor all of your capacities\, refresh and workspace activity in real-time - Get AI-powered recommendations to improve platform performance - Make informed decisions across cost\, access\, and risk Whether you’re a CTO, BI lead, platform owner, or Power BI pro, this session will equip you with practical tools and a smarter mindset to take full control of your Fabric environment. Bonus: Live demo of governance scoring and AI-powered Fabric optimisation monitoring in action.

Don’t miss your chance to register for the Future Data Driven Summit 2025, over 55 expert speakers are lined up to inspire and inform!

Important: Register on the event website to receive joining link. (rsvp on meetup will NOT receive joining link). If you can't make to the live session, still register to receive recordings.

Description: Welcome to the weekly AI virtual seminars, in collaboration with Oracle. Join us for deep dive tech talks on AI, hands-on experiences on code labs, workshops, and networking with speakers & fellow developers from all over the world.

Tech Talk: Implementing AI Vector Search Speakers: Santhosh Kumar (Oracle) Abstract: Oracle APEX is Oracle’s powerful low-code platform designed to accelerate the development of secure, scalable enterprise applications. In this session, discover how Oracle APEX now integrates AI Vector Search from Oracle Database 23ai—bringing next-level intelligence to your apps with semantic, meaning-based search capabilities. We’ll demonstrate how you can go beyond traditional keyword search to deliver smarter, context-aware results across text, images, and documents. Whether you run deep learning models directly in the database, connect to a Generative AI service, or invoke a custom LLM via REST API, Oracle APEX makes it simple. Join us for live demos showcasing how easily these capabilities can be implemented using SQL and APEX’s declarative tools, without the need for any external AI infrastructure. What You’ll Learn in This Session: • AI Vector Search in APEX: Add smarter, meaning-based search to your low-code apps. • Semantic Search & Vector Embeddings: Understand how vector search works and why it’s more effective than keywords. • How to Use AI Vector Search in APEX: Set it up easily using SQL and APEX’s built-in tools—no extra services needed. • Better User Experience: Discover how semantic search gives more accurate and helpful results • Real-World Examples: See use cases like image search, document retrieval, and RAG.

More Virtual Sessions:

• Nov 4th: NVIDIA FLARE Webinar 4 - Federated Learning from Industrial Perspectives
• Nov 6th: IMPACT 2025 Virtual Summit for Data and AI Observability

Important: Register on the event website to receive joining link. (rsvp on meetup will NOT receive joining link). If you can't make to the live session, still register to receive recordings.

Description: Welcome to the weekly AI virtual seminars, in collaboration with Oracle. Join us for deep dive tech talks on AI, hands-on experiences on code labs, workshops, and networking with speakers & fellow developers from all over the world.

Tech Talk: Implementing AI Vector Search Speakers: Santhosh Kumar (Oracle) Abstract: Oracle APEX is Oracle’s powerful low-code platform designed to accelerate the development of secure, scalable enterprise applications. In this session, discover how Oracle APEX now integrates AI Vector Search from Oracle Database 23ai—bringing next-level intelligence to your apps with semantic, meaning-based search capabilities. We’ll demonstrate how you can go beyond traditional keyword search to deliver smarter, context-aware results across text, images, and documents. Whether you run deep learning models directly in the database, connect to a Generative AI service, or invoke a custom LLM via REST API, Oracle APEX makes it simple. Join us for live demos showcasing how easily these capabilities can be implemented using SQL and APEX’s declarative tools, without the need for any external AI infrastructure. What You’ll Learn in This Session: • AI Vector Search in APEX: Add smarter, meaning-based search to your low-code apps. • Semantic Search & Vector Embeddings: Understand how vector search works and why it’s more effective than keywords. • How to Use AI Vector Search in APEX: Set it up easily using SQL and APEX’s built-in tools—no extra services needed. • Better User Experience: Discover how semantic search gives more accurate and helpful results • Real-World Examples: See use cases like image search, document retrieval, and RAG.

More Virtual Sessions:

• Nov 4th: NVIDIA FLARE Webinar 4 - Federated Learning from Industrial Perspectives
• Nov 6th: IMPACT 2025 Virtual Summit for Data and AI Observability