Agenda

WORKSHOPS
2019-11-21
TRACK 1
CONFERENCE
2019-11-22
Conference Stage
TRACK 1
Conference Stage
08:30 - 09:00
Registration
09:00 - 10:30
Hannes Kruppa & Adrian Margin (Grab) – Universal Fine-Tuning of ChatGPT through OpenAI’s Evals Framework: A Geo-Task Case Study

Abstract: Discover how OpenAI’s “evals” framework enables targeted fine-tuning of ChatGPT across diverse domains. Using geospatial tasks such as automated map change as an example, this workshop will equip you with the skills to align ChatGPT for superior performance in any specialized task.

10:30 - 10:40
Coffee Break
10:40 - 12:10
Adrian Caliman (PitechPlus) – Function Calling Strategies: Conversations with Your Live Data

Abstract: This workshop delves into leveraging Function Calling—a powerful feature of OpenAI models such as GPT-4 and GPT-3.5 Turbo—to facilitate natural conversations with our data. Participants will explore the immense potential of connecting GPT models with live data by programmatically interacting with them, gaining insights into triggering custom operations on our end. Throughout the session, attendees will understand how to integrate OpenAI models into data workflows and obtain data-driven insights. We will imagine a data store and show how we can obtain complex information by asking for it in plain English.

12:10 - 12:20
Coffee Break
12:20 - 13:50
Marco Domingo (Dyson) – Rapid Embedded Prototyping with Machine Learning

Abstract:A technical presentation from Dyson’s New Product Innovation Software Team (NST) on tools and practices involved in developing high-tech prototypes using cutting-edge embedded systems technology, with a ‘hands on’ example application using Machine Learning.

Knowledge:
Working programming knowledge is expected, preferably Python
No Machine Learning experience required

Tools:
Laptop with built-in camera (webcam)
Project dependencies installed (Python 3 and specified libraries e.g. TensorFlow, OpenCV) *these requirements could be provided some time before workshop

13:50 - 14:40
Lunch Break
08:30 - 09:00
Registration
13:50 - 14:40
Lunch
14:40 - 14:50
Opening Remarks
14:50 - 15:20
Kiril Videlov (GitButler) – Iterating on Version Control

Abstract: Git is the de facto standard for moving code between developers and computers alike. Every programmer learns it, and applications and tools integrate with it. But have we actually reached peak version control? Git was first designed for a workflow very different from what developers use today, and has changed very little since its inception. In this talk, Kiril will discuss iterating on the very tool we as developers use for iterating — our version control.

15:20 - 15:50
Scott Chacon (GitButler) – Back to First Principles & Reimagining Everything from Product to the Workplace

Abstract: In the age of universal high-speed internet, traditional business norms are rapidly becoming outdated. This presentation explores the transformative potential of revisiting first principles, challenging ingrained business lessons. With global connectivity, we delve into reimagining everything, from product development to the very structure of the workplace. Join us in unlocking the power to shape a visionary future by embracing the tools of the digital age and implementing innovative strategies.

15:50 - 16:20
Matt Hazley (Dyson) – What’s the Matter? (The Path to Smart Home Ubiquity)

Abstract: This talk attempts to look at the state of Smart Home at the turn of the decade before addressing the shift towards a ubiquitous protocol called Matter. It attempts to educate the listener as to how this protocol came to be, how it is used and how it works technically to achieve its goal. The talk then goes on to address how I became a contributor to Matter, the work that was carried out and the challenges we faced while working on it, touching on such things as company cultures, working with open source, imposter syndrome, the strength of communities and more.

16:20 - 16:40
Coffee Break
16:40 - 17:10
Hajer Mahjoub – Scalable Architectures: Building Robust Data Systems to Power AI Applications

Abstract: Join us in this insightful session as we explore the intricate landscape of data engineering tailored for AI production. Discover the crucial components of scalable architectures that power artificial intelligence applications, delving into strategies that ensure robustness and efficiency. We’ll navigate the complexities of building data systems that can seamlessly handle the demands of AI workloads, providing a deep understanding of the technologies and best practices essential for success in the rapidly evolving field. Whether you’re a seasoned data engineer or a newcomer to the intersection of data and AI, this session promises valuable insights into crafting the foundation for advanced, scalable, and reliable AI systems

17:10 - 17:40
Silviu Homoceanu (Deltia.ai) – Revolutionizing Craftsmanship: Navigating Challenges and Innovations in AI-Driven Manufacturing with Deltia

Abstract: This presentation introduces Deltia’s innovative AI integration in manual shop-floor processes for manufacturing, addressing unique challenges and solutions. We contextualize our work within the broader AI manufacturing landscape, outlining Deltia’s mission, objectives, and methodologies. Key technical challenges, including data privacy, seamless system integration, and scalability, are analyzed. The presentation details Deltia’s strategies, such as privacy-preserving measures, unsupervised methods for integration, and scalable solutions through edge deployment technologies. Our approach ensures adaptability and effectiveness across diverse manufacturing settings, emphasizing Deltia’s practical and innovative contributions to advancing AI in manufacturing.

17:40 - 18:10
Raluca Georgescu (Microsoft) – Challenges of Reinforcement Learning at Scale in Modern Video Games

Abstract: Transferring the latest research in AI into scalable and general purpose solutions for modern video games poses its significant challenges. This talk will give an overview of the recent insights gained so far in this space at Microsoft Research, along our game studio partners, as well as a glimpse into the opportunities to boost the productivity of game creators.

18:10 - 18:20
Codiax Closing Ceremony
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