Welcome to Hippocampus's Garden, a Shion Honda's blog.
I regularly write about machine learning, statistics, programming, and my hobbies.
torch.compile Benchmarked
May 19, 2023 | 2 min readPyTorch 2.0 introduced a new feature for JIT-compiling. How can it accelerate model training and inference?
How to Get a List of Email Addresses of Team Members in Microsoft Teams
May 15, 2023 | 1 min readLearn how to easily obtain a list of email addresses for team members.
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.