https://jonnie.github.io/tags/pytorch/Recent content in Pytorch on Jonathan FranklinHugoenTue, 16 Jun 2026 00:00:00 +0000https://jonnie.github.io/work/quantrade/Tue, 16 Jun 2026 00:00:00 +0000https://jonnie.github.io/work/quantrade/<h2 id="problem">Problem</h2> <p>I built Quantrade as a personal research system for machine-learning trading strategies. I wanted to compare ideas on consistent data and evaluation rules, rather than judge a model by prediction accuracy or a favourable chart alone. Trading fees, drawdown and the order of training and test data all change how useful a result is.</p> <h2 id="architecture">Architecture</h2> <p>A Python research library connects market-data providers, feature preparation, PyTorch trainers and fee-aware trade simulations. A YAML-driven multiprocessing runner executes comparable benchmark plans and writes result tables, while streaming feature and account models connect the same research ideas to an event-driven strategy interface.</p>