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Tag: machine learning

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Looking at TabPFN

6 February 202517 February 2025 chris

TabPFN is a foundation model  trained on around 130,000,000 synthetically generated datasets that mimic “real world” tabular data. These datasets sampled dataset size and number

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Data Analysis Tools Hints and Tutorials Macinchem Blog Science Apps Software Reviews

TabPFN on Apple Silicon

31 January 202531 January 2025 chris

A recent paper published in Nature caught my eye, Accurate predictions on small data with a tabular foundation model by Hollmann et al., Here we present

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Jupyter Notebook Macinchem Blog Science Apps

ShEPhERD: Shape, Electrostatics, and Pharmacophore Explicit Representation Diffusion

23 November 202423 November 2024 chris

A really interesting preprint caught my attention from Connor Coley’s group at MIT. ShEPhERD diffusing shape, electrostatics, and pharmacophores for bioisosteric drug design https://arxiv.org/abs/2411.04130v1 …

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Data Analysis Tools Macinchem Blog

ReALM: Reference Resolution As Language Modeling

2 April 2024 chris

A new Apple preprint has appeared on Arxiv. https://arxiv.org/pdf/2403.20329.pdf Reference resolution is an important problem, one that is essential to understand and success- fully handle

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Macinchem Blog Science Apps

RoseTTAFold All-Atom is published

8 March 20248 March 2024 chris

I suspect many people have been anticipating this, whilst AlphaFold was a great step forward in predicting protein 3D structure it did have significant limitations.

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Hints and Tutorials Macinchem Blog Science Apps

Chemprop: A Machine Learning Package for Chemical Property Prediction

28 December 202329 December 2023 chris

I know a few folks have been using this, good to see this publication DOI. Chemprop implements the D-MPNN architecture and offers simple, easy, and

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Macinchem Blog

Large language models on a mobile device?

24 December 202324 December 2023 chris

We are starting to see papers coming from Apple that highlight their efforts in the machine learning/artificial intelligence area. Recently we have seen MLX a

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Jupyter Notebook Macinchem Blog

MolSetRep

17 December 202317 December 2023 chris

Cambridge Open Engage is the collaborative platform to upload, share and advance early and open research and a recent post caught my eye. Molecular set

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Macinchem Blog

MLX a machine learning framework for Apple Silicon

8 December 20238 December 2023 chris

I just stumbled across this repository on GitHub, MLX: An array framework for Apple silicon https://github.com/ml-explore/mlx MLX is a NumPy-like array framework designed for efficient

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Hints and Tutorials Macinchem Blog

An interesting Cheminformatics blog

22 November 202322 November 2023 chris

Just stumbled across this blog on cheminformatics, machine learning (ML) and data science projects in drug discovery. Lots of useful code! Data in Life https://jhylin.github.io/Data_in_life_blog/

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Avatar Chris Swain @macinchem ·
6 Feb

Looking at TabPFN with Polaris datasets https://macinchem.org/2025/02/06/looking-at-tabpfn/ #cheminformatics

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Avatar RSC_CICAG @rsc_cicag ·
3 Feb

Don't forget to register for @RSC_BMCS Conformation Design in #DrugDiscovery conference on 3rd March! … #chemistry #medicinalchemistry #NMR #computationalchemistry #biologists

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Avatar Rowan @rowansci ·
31 Jan

RDKit is the standard software for cheminformatics, but RDKit doesn’t integrate naturally with high-accuracy chemistry simulation tools.

Starting from RDKit, it's non-trivial to simulate pKa, optimize conformers w/ ML, score tautomers, &c. There are many posts like this:

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Avatar Chris Swain @macinchem ·
31 Jan

Tabular Prior-data Fitted Network (TabPFN), a tabular foundation model on Apple Silicon. https://macinchem.org/2025/01/31/tabpfn-on-apple-silicon/

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