Welcome to Hippocampus's Garden, a Shion Honda's blog.
I regularly write about machine learning, statistics, programming, and my hobbies.
Tuning Large Language Models with Reinforcement Learning on a Single GPU
March 30, 2023 | 7 min readA quick guide for RLHF using trlX, OPT-1.5B, and LoRA.
忙しい人のためのTuning Playbook
January 26, 2023 | 11 min readハイパーパラメータを決めるためのガイドである『Deep Learning Tuning Playbook』をまとめました。
Year in Review: Deep Learning in 2022
January 17, 2023 | 6 min readUncover the top deep learning advancements of 2022. A year-in-review of key research papers and applications.
Kaggle Competition Report: HuBMAP + HPA
December 17, 2022 | 3 min readHuBMAP + HPA was a competition on image segmentation with a twist in how to split the dataset. How did winners approach this problem?
How to Increase Shared Memory in Vertex AI Workbench
October 01, 2022 | 2 min readIf you want more shm in Workbench, specify shm size in the "Metadata" pane when creating a notebook.
Calculating Color Histogram of Image Tensor: OpenCV vs PyTorch
August 10, 2022 | 3 min readTwo ways to calculate color histogram: OpenCV-based and PyTorch-based.
DALL・E 2 Exhibition
June 21, 2022 | 2 min readA collection of images I asked DALL・E 2 to generate.
Fast Way to Get Top-K Elements from Numpy Array
May 14, 2022 | 1 min readAn optimized NumPy implementation of top-k function.