All algorithms articles
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Research
Algorithm predicts bitterness from mass spectra data alone
New tool could find use in food science and drug development
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Research
Machine learning tool fed red wines’ chemical profiles can deduce where they’re from
Statistical tool matches wines to their estates with 100% accuracy
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Research
86-year old Hammett equation gets a machine learning update
Algorithm opens the door to improved understanding of aromatic substituent effects
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Research
Crystal structure prediction tool a ‘significant and thought-provoking advance’
Algorithm needs just the chemical formula to find the ground state of a crystalline compound
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Opinion
Organic chemists should place their trust in machine learning’s black box
Submitting to the higher power of abstraction can strengthen our insights
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Research
AI identifies molecules from their featureless visible spectrum
Forget about trying to interpret peaks and let machine learning identify organic compounds from their entirely smooth visible spectrum
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Research
Algorithm produces one of the best solutions to molecules’ Schrödinger equations yet
But aggressive ‘pre-training’ actually damages its predictive powers
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Opinion
Exploring AlphaFold’s knowledge of energy landscapes
The algorithm needs a little help to find the global energy minimum
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Research
Machine learning massively speeds up scouring of periodic table for stable structures
Algorithm investigated 31 million crystal structures with calculations taking seconds instead of hours
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News
Journals to trial tool that automatically flags reproducibility and transparency issues in papers
Software aims to check a paper’s trustworthiness
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Research
Powerful rare-earth free magnet ‘evolved’ and refined by machine learning algorithm
Combination of iron, cobalt and boron points to alternatives to metals beset by geopolitical battles
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Research
AI beats human experts when it comes to peptide design
Algorithm throws up some counter-intuitive structures in contest
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Research
AI discovers the best general conditions yet for cross couplings, doubling yields
Algorithm works with robotic experimenter on tricky Suzuki–Miyaura reactions
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Research
Machine learning navigates vast materials space to discover new high-performance alloys
Neural net suggested unusual element combination to create better Invar alloys
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News
Yield-predicting AI needs chemists to stop ignoring failed experiments
For machine-learning algorithms to make accurate yield predictions, chemists need to start reporting more low-yielding reactions and spell out implied experimental details
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Webinar
Speed up process development by making more from your offline and online data
Learn how the biotechnology R&D team at Clariant uses statistical modelling techniques to speed up the process development of their bio-ethanol product
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Webinar
Unlock the potential of definitive screening designs to drive your projects forward
In this webinar we help demystify DSDs and reveal how their complexity can be harnessed for manufacturing processes
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Webinar
Find robust operating points using JMP’s Simulation Experiment tool
Learn how simulations can be used to minimise defect rate and improve crucial targets
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Research
Neural network scours vast chemical space to design drug-delivering peptides
Oligonucleotide drug activity boosted 50-fold with peptide designed by machine learning algorithm