I've collected resources that have genuinely helped me navigate my transition into AI and data science, while deepening my understanding of how these technologies apply to real-world operational challenges. These are tools, courses, podcasts, and publications I actively use and recommend.
AI & Machine Learning
Learning Platforms & Courses
Ed Donner's Udemy Courses
Ed is one of the most engaging AI educators I've encountered. His courses are hands-on, practical, and genuinely fun. He covers AI agents, large language models (LLMs), and practical AI applications in a way that demystifies complex concepts. Perfect if you want to move beyond theory and actually build things with AI. His teaching style makes technical content accessible without dumbing it down.
Staying Current with AI Developments
Big Technology Podcast
If you want to understand the business and real-world implications of AI developments — not just the technical side — Alex's podcast delivers thoughtful analysis of AI news, tech trends, and where things are heading. Great for consultants and business leaders who need to stay informed.
SuperDataScience Podcast
Jon bridges data science and business impact. The podcast covers emerging trends, interviews with practitioners, and practical insights into how data science and AI are being applied. Excellent for understanding the landscape if you're working in AI-related roles.
The Batch Newsletter
Andrew Ng's newsletter is my go-to for staying informed on AI model developments, research, and what's actually moving the needle in the field. It's concise, timely, and comes from someone who has shaped the AI landscape. A weekly read that takes 10–15 minutes but keeps you genuinely current.
Books & Publications
Machine Learning & Statistics
StatQuest with Josh Starmer
Josh has an extraordinary talent for breaking down complex statistical and machine learning concepts into intuitive, step-by-step explanations. If you've ever been confused by a concept in machine learning, StatQuest probably has a video that will make it click. His approach is visual, approachable, and surprisingly fun. Whether you watch the videos or read the book, you'll understand how things work, not just what they do.
Introduction to Statistical Learning
This is the foundational text for understanding applied statistical learning and machine learning. It strikes an excellent balance between mathematical rigour and practical application. If you want to understand the "why" behind machine learning algorithms, this is essential reading.
Deep Learning
For deeper dives into neural networks and deep learning theory, this is the gold standard. It's comprehensive and technically rigorous — the go-to reference for understanding the mechanics of deep learning models. Best approached after you have foundational knowledge, but invaluable for building true expertise.
Staying Informed on Trends & Thought Leadership
The Economist
The Economist remains one of the most thoughtfully written news publications globally. Their coverage of technology, science, business, and geopolitical trends is consistently insightful and well-researched. Essential reading if you want to understand the broader context in which AI and technology are developing.
The Economist's "Babbage" Podcast
Babbage is The Economist's excellent weekly science and technology podcast, featuring in-depth discussions and interviews with thought leaders. Often covers AI-related topics and emerging technologies. It complements their written coverage beautifully and introduces you to diverse perspectives on where technology is heading.
Coming Soon
This page will continue to expand as I discover and recommend new resources for:
- Quality Management & Operations Excellence — Tools, frameworks, and resources for the operations domain
- AI Applications in Manufacturing & Pharma — Case studies, tools, and resources specific to regulated industries
- Data Science Tools & Platforms — Python libraries, visualisation tools, and development environments
- Leadership & Professional Development — Resources for building teams and leading across cultures
- Consulting & Independent Practice — Resources for those building consulting practices
Have a resource to recommend?
If you've found something valuable in AI, data science, or operations, I'd love to hear about it. Feel free to reach out.