Finding Sick Plants From the Sky: DINOv2, a Linear Probe, and a Farmer With a Drone
A frozen vision backbone, a linear probe trained on forty photos, and a three-tier fallback so that a drone survey works on day one.
Vision in the Real World03
Subject · 3 posts
deep learning
Machine Learning 101: PyTorch, TensorFlow & Decision Trees
What a deep-learning framework actually does for you, how a decision tree picks its questions, and which of the three to reach for on real data.
AI Foundations02
From Chaos to Focus: Understanding Transformers & Attention
Attention and the transformer block from first principles, plus what changed by 2026: pre-norm, RMSNorm, RoPE, grouped-query attention and the KV cache.