-
Aug 26, 2024 | 
onlinelibrary.wiley.com | Shuai Guo
BOOK REVIEW Reinventing Insolvency Law in Emerging Economies, 1st edition. By Aurelio Gurrea-Martinez, Cambridge: CUP. 2024. pp. 340. £95. ISBN: 978-1-009-43171-2. First published: 26 August 2024 No abstract is available for this article.
-
Feb 8, 2024 | 
towardsdatascience.com | Shuai Guo
A comprehensive overview of PINN’s real-world success storiesWhen it comes to applying machine learning to physical system modeling, it is more and more common to see practitioners moving away from a pure data-driven strategy, and starting to embrace a hybrid mindset, where rich prior physical knowledge (e.g., governing differential equations) is used together with the data to augment the model training.
-
Jan 11, 2024 | 
towardsdatascience.com | Shuai Guo
Concepts, case studies, step-by-step implementationsFor many physical systems, properly modeling their dynamical behaviors lays the foundation for system understanding, forecasting, and control. Mathematically, ordinary differential equations (ODEs), which describe the rate of change of system states over time, are widely used to characterize the dynamical systems.
-
Nov 18, 2023 | 
towardsdatascience.com | Shuai Guo
A customized copilot for streamlining PINN research and developmentOne of the most interesting releases in the recent OpenAI’s DevDay is the GPTs. Essentially, GPTs are custom versions of ChatGPT that anyone can create for specific purposes. The process of configuring a workable GPT involves no coding but purely through chatting. As a result, since the release, a diverse of GPTs have been created by the community to help users be more productive and create more fun in life.
-
Oct 5, 2023 | 
towardsdatascience.com | Shuai Guo
Leveraging the power of LLMs to guide hyperparameter searchesAutomated machine learning, or AutoML in short, aims to automate various steps of a machine learning pipeline. A crucial aspect of it is hyperparameter tuning.
-
Sep 8, 2023 | 
biorxiv.org | Yunshan Duan |Shuai Guo |Wenyi Wang |Peter Mueller
AbstractComparison of transcriptomic data across different conditions is of interest in many biomedical studies. In this paper, we consider comparative immune cell profiling for early-onset (EO) versus late-onset (LO) colorectal cancer (CRC). EOCRC, diagnosed between ages 18-45, is a rising public health concern that needs to be urgently addressed. However, its etiology remains to be poorly understood.
-
Sep 4, 2023 | 
towardsdatascience.com | Shuai Guo
A complete LLM project walk-through with code implementationWhen I was learning data science and machine learning at university, the curriculum was geared heavily towards algorithms and machine learning techniques. I still remember those days cracking the math, not exactly fun, but nonetheless a rewarding process that had given me a solid foundation.
-
Aug 14, 2023 | 
towardsdatascience.com | Shuai Guo
A project walk-through for the concept, implementation, and demonstrationAs a researcher, reading and understanding scientific papers has always been a crucial part of my daily routine. I still remember the tricks I learned in grad school for how to digest a paper efficiently. However, with countless research papers being published every day, I felt overwhelmed to keep up to date with the latest research trends and insights. The old tricks I learned can only help so much.
-
Jul 28, 2023 | 
towardsdatascience.com | Shuai Guo
A case study with step-by-step code implementationDifferential equations serve as a powerful framework to capture and understand the dynamic behaviors of physical systems. By describing how variables change in relation to each other, they provide insights into system dynamics and allow us to make predictions about the system’s future behavior.
-
Jul 26, 2023 | 
biorxiv.org | Shuai Guo |Wenyi Wang |Peter Mueller |Yunshan Duan
Thank you for your interest in spreading the word about bioRxiv. NOTE: Your email address is requested solely to identify you as the sender of this article. Your Email * Your Name * Send To * Enter multiple addresses on separate lines or separate them with commas. Message Subject (Your Name) has forwarded a page to you from bioRxiv Message Body (Your Name) thought you would like to see this page from the bioRxiv website.
