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Speaking & Keynotes

Equipping teams to navigate complex data systems and the frontiers of agentic AI.

" I speak at the intersection of technical depth and human impact. My talks are designed for audiences who want to move past 'AI magic' and understand the real, hard-won experience of building systems that work. "

Core Keynote Themes

Beyond the Hype: Scaling Generative AI in Regulated Industries

How to build Agentic AI systems that are compliant, robust, and cost-effective.

High-Energy Data Structures: Lessons from the Stars

What astrophysics can teach us about building resilient, observable data systems at enterprise scale.

The Ethics of Observation: A Decade of Social Good

Hard-won lessons from 10 years of volunteering with DataKind UK.

The MLOps Manifesto: Bridging the POC-to-Production Gap

Why most AI projects fail and how to build the infrastructure to make them succeed.

Key Speaking Events

June 2026 PyData London 2026

From Chat-with-PDF to Quiz-Master: Live-Grading RAG with LLM-as-Judge in Python

Moving beyond passive search, this live-coded session demonstrates how to build an interactive “exam engine” from complex documents. Learn how to combine layout-aware ingestion, synthetic QA generation, and an LLM-as-judge pipeline to move from basic retrieval to real-time, human-in-the-loop evaluation using Docling, DeepEval, and Marimo.

September 2025 PyData Amsterdam

Bridging the Gap: Building Robust, Tool-Integrated LLM Applications with the Model Context Protocol

A hands-on technical workshop exploring the Model Context Protocol (MCP) client-server architecture, detailing how to build intelligent modular AI systems using standard Python toolchains.

Bridging the Gap: Building Robust, Tool-Integrated LLM Applications with the Model Context Protocol
June 2025 PyData London

Building a Real-World Adverse Media Pipeline

An overview of practical lessons learned transitioning from LLM proof-of-concept stages to delivering a production-grade, responsibly managed multi-stage financial crime entity extraction pipeline processing over a million news articles a day.

September 2024 PyData Amsterdam

Mastering Data Flow: Empower Your Projects with Prefect’s Pipeline Magic

European iteration of the technical tutorial delivering a foundational look at orchestrating resilient workflows, handling automated task retries, and deploying persistent local MLOps dashboards.

Mastering Data Flow: Empower Your Projects with Prefect’s Pipeline Magic
June 2024 PyData London

Mastering Data Flow: Empower Your Projects with Prefect’s Pipeline Magic

A technical tutorial demonstrating data pipeline orchestration using Prefect. Covers migrating standard scripts to decorated sub-flows, setting up external cloud storage queues, and standardising telemetry logging boilerplate.

September 2023 RSECon 2023 Plenary Panel

Beyond the University: Panel Discussion

A plenary panel exploring research software engineering (RSE) career trajectories, compensation comparisons, technical track progression, and platform constraints outside typical academic university groups.

September 2023 RSECon 2023

Research, Software Engineering & Data Science for Social Good with DataKind

A case study analysis highlighting the building of machine learning capacity in the third sector. Breaks down a low-cost serverless dependency risk model designed for a regional UK food bank.

June 2023 PyData London 2023

Building a data science solution for an NGO when you don’t know what infrastructure it will run on: a case study predicting tutor supply and demand mismatch

The Brilliant Club supports less advantaged students to access and succeed in the UK’s most competitive universities. They do this by mobilising the PhD community to support students in schools via their courses and tutoring programme. A challenge they face is being able to anticipate the tutor supply they need to meet the increasing demands of their programmes as they expand nationally. A team of six DataKind UK volunteers worked with The Brilliant Club to develop a way to forecast and visualise the mismatch between tutor supply and demand across the UK. This is a talk about how we collaboratively explored their data and built a valuable, new tool for them and, crucially, how we did so in a flexible, scalable way that provides them with immediate value but also will fit into their future use of digital and cloud-based tools.

February 2023 University of Southampton

Making Data An Agent For Change

DataKind UK is a charity which puts into practice this year’s theme: Data, agent for Change. Datakind’s stated mission is “helps social change organisations use data science to have more of an impact” and they do this by connecting them with some of the UK’s best data scientists for free. Dr Adam Hill talked about the sort of projects that he and others from the University have been involved in.

November 2022 WICMI Executive Panel

Technology and Data First Webinar

An executive panel discussion focusing on the strategic alignment, systemic barriers, psychological safety, and organisational transformation necessary when deploying new technologies like artificial intelligence for business and society.

July 2021 The Alan Turing Institute Lecture

The Companies We Keep: In search of “shady” corporate activity

A research lecture showing how a volunteer team mapped out the UK Companies House beneficial ownership registry using open-source neo4j graph structures to flag cyclical loops, fake shell addresses, and corporate corruption.

Febrruary 2021 NGCM CDT, University of Southampton

Astrophysicist to Data Scientist: My journey from academia into commercial and pro-bono data science

In 2015, after nine years as a research astrophysicist across global labs—including a pivotal stint at Stanford University exposed to Silicon Valley’s machine learning boom—I transitioned into industry data science. In this talk, I share the core lessons learned from this journey. I cover how to successfully navigate the leap from academia, how to stand out to industry recruiters, and what “data science” truly means in practice. Finally, drawing on my extensive experience in pro bono work, I explore how to effectively develop and deliver impactful data science projects for the third sector.

May 2018 PyData London 2018

Searching for Shady Patterns: Shining a light on UK corporate ownership

Early data engineering presentation mapping 4.6 million public UK business entries into a graph database to identify system leaks, data validation flaws, and illegal circular control frameworks.

Speaking Archive
DateEvent & LocationTalk TitleLink
June 2026Arize Builders Meetup, LondonArize Builders Meetup: Lessons from Building a Real-World Adverse Media PipelineEvent page
April 2026PyData Southampton 23rd MeetupNot Another LLM Talk...Practical Lessons from Building a Real-World Adverse Media PipelineEvent page
November 2025AI Signals Meetup, LondonAI Signals #27: Not another LLM talk...Practical lessons from building a real-world adverse media pipelineEvent page
November 2024PyData Southampton 11th MeetupMastering Data Flow: Prefect Pipelines WorkshopEvent page
October 2024IRM UK Data & AI ConferenceThe companies we keep: How robust data structures benefit us allEvent page
July 2024PyData Southampton 8th MeetupKafka Kickstart: Simplifying Messaging Queues with Python and UpstashEvent page
January 2024PyData Southampton 3rd MeetupBuilding a data science solution for an NGO when you don’t know what infrastructure it will run on: a case study predicting tutor supply and demand mismatchEvent page
May 2020Sheffield Engineering Leadership Academy Guest Lecture, University of SheffieldAstrophysicist to Data Scientist: My journey from academia into commercial and pro-bono data science
June 20192nd Mathematics for Social Activism Workshop, LeedsThe Companies We Keep: Using network graphs to map corporate controlEvent page
February 2019Business, Analytics & Data Science Meetup 21The Companies We Keep: Using network graphs to map corporate controlEvent page
March 2017London Neo4j MeetupDiving into the UK’s corporation “beneficial ownership” with Neo4jEvent page

Interested in having Adam speak at your event?

Available for custom keynotes, hands-on workshops, and plenary panel sessions on AI governance, engineering reliability, and open-source data orchestration.

Book Adam for an Event