The Owl

A collection of my thoughts and insights on machine learning.

2 articles·4 categories·9 tags

K

Understanding Federated Learning: Privacy-Preserving Distributed Training

July 15, 20264 min read

A comprehensive guide to Federated Learning — how it enables collaborative model training without sharing raw data, its mathematical foundations, and practical implementation with PyTorch.

#privacy#distributed-systems#pytorch#transformers+1

Read article

Medical AISelf-Supervised Learning

Self-Supervised Learning in Medical Imaging: From Pretext Tasks to Foundation Models

July 10, 20265 min read

Exploring how self-supervised learning techniques are revolutionizing medical image analysis — from contrastive pretraining to vision-language foundation models for radiology and pathology.

#contrastive-learning#vision-transformers#medical-imaging#representation-learning+1

Read article