Machine Learning 101: How to optimise hyperparameters
What are parameters in machine learning models? The regular (non-hyper) parameters of an ML model are the numbers that it…
What are parameters in machine learning models? The regular (non-hyper) parameters of an ML model are the numbers that it…
No glove fits every hand perfectly—and it’s the same with software tools. There’s no one-size-fits-all solution when it comes to…
What value does AI offer in drug discovery? The potential is huge: To learn more about the value we’re seeing…
ChatGPT can be great for the basics, but cannot replace expert human knowledge I’m going to quickly discount the most…
Introduction In early-stage drug discovery, medicinal chemists rely on predictive models to help guide which compounds to synthesise or test…
Defining value is the best place to start Before diving into the specifics of testing AI’s value, the first step…
Introduction After training a classification model, we would like to evaluate its performance by using the trained model on an…
What are information silos? The term is derived from agricultural usage where individual silos are used as stores for different…
Imagine you’re trying to find the correct key to unlock a treasure box, but there are billions of keys to…
What is Derek Nexus? Developed by Lhasa Limited, Derek Nexus is an expert-knowledge based system that draws on over 40…
Virtual screening is often powerful because it is fast (i.e., cheap) and can give new insights into your project much…
What are neural networks? Neural networks (NNs) in various forms are very common nowadays, and specific architectures are used for…
How can I predict my compound’s absorption? The first of the ADMET properties relate to absorption. Understanding how a drug…
Structuring your cheminformatics data First, the easiest format to work with is a simple table of data, where each row…
My hope is that these posts will be of interest to people who want to understand more of the nuts…
What are StarDrop and Semeta? Semeta is a tailored platform for DMPK scientists. It enables users to address key challenges…