Category: Machine Learning
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The European Health AI Reality: Clinical Speed vs. Startup Speed
Startup founders must manage the high compliance costs of the EU AI Act and navigate 27 different national healthcare systems. From fragmented reimbursement pathways to the difficulty of integrating with legacy hospital workflows, this post maps the structural barriers that prevent medical AI from achieving commercial scale in Europe.
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What Actually Kills Robotics Companies
This document maps the recurring ways robotics companies fail to cross from prototype to production. The patterns come from my professional network and hands-on experience, which means a bias toward Computer Vision heavy systems, NVIDIA robotics, and the organizational dynamics typical of venture-backed teams.
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How to Start in AI (Bring €200 and 200 Hours)
Start ML with about €200 and 200 hours: pick one course (fast.ai), use Mamba and PyTorch on Kaggle or Colab, build a safe but meaningful project, then win through data, honest evaluation, and steady iteration. Business sense multiplies impact.