There are many AI tools for Cheminformatics and it takes a while to learn. Pat Walters has been practicing and teaching chemoinformatics and is a great resource. His GitHub page also has many tutorials. Worth a listen and read.
https://github.com/PatWalters/practical_cheminformatics_tutorials
Talk to knowledge graph – sparql-tool Use LLM.: Hallucinations (sometimes good for creativity), Outdated knowledge, no access to your data ( trained on public knowledge). Solutions: Fine tuning – retrain the model on domain data RAG – Search: look things up in real time. Claude code looks at searched doc. Vector embeddings: semantic similarity search…
Bob Langer at MIT is a recognized inventor with nearly 811 patents and with more than 25 companies started. He has come up with so many ideas and is so creative that it is amazing to compare him with Thomas Edison who had nearly ~1000 US patents. Interestingly, he has made some interesting on how…
Good publication to review material: CognArtive: Large Language Models for Automating Art Analysis and Decoding Aesthetic Elements at https://arxiv.org/html/2502.04353v1 And the wonderful visualization to analyze the data over the years that was derived from WikiArt. https://cognartive.github.io Autocritic: an open-source system that uses classic art theory to evaluate images and steer generative systems. It distills historical…
When Pharmaceutical company discover new molecules that are going to become a drug, there is an obvious step where they manufacture the API – Active Pharmaceutical Ingredient, but beyond that, they also need to make sure that the drug is packaged right as a tablet or capsule, is bio-available and there is a big branch…
Biotech cluster in Boston/Cambridge Kendall square has become a hub of new Biotech companies. The one developer that has had a major role to play has been David Clem who’s effort has been documented by Robin Wolfe Scheffler – a MIT historian and author of David Clem: Building Genetown. This model is not easy to…
Biotech companies keep getting bought and sold and there are many steps that enable the transaction. A key step is the financial transaction that facilitates the sale. One company that has been incredible in facilitating the transactions is called Centerview Partners cofounded by Blair Effron and Robert A Pruzan. They have such a large variety…
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