Machine Learning Advocate

Discovering Together

Welcome! I’m so glad you’re here.

After 20 years designing ML systems and leading data science teams at major tech companies, I created this resource to be the one I wish I’d had when I started out.

Machine Learning Advocate is built on one simple belief:
ML and AI should be accessible to everyone – not just experts.

Whether you’re brand new or deepening your skills, your perspective matters. This isn’t just another educational blog. It’s a space to learn, ask questions, and grow together – at your own pace, in your own voice.

What you’ll find here:

Clear explanations without overwhelming theory
Real-world projects and practical examples
Honest career guidance from inside the industry
A supportive, friendly community of learners

Start Here

🌱 You don’t need a PhD or formal training to get started.
✉️ You can always reach me at hello@mladvocate.com

Ready to explore Machine Learning? Let’s begin this journey together.