自动化好奇心驱动的化学发现的兴起
Latimah Bustillo1, Teodoro Laino2,3, Tiago Rodrigues1
1Research Institute for Medicines (iMed), Faculdade de Farmácia, Universidade de Lisboa Lisbon Portugal tiago.rodrigues@ff.ulisboa.pt.
Chemical science
|October 6, 2023
概括
机器学习 (ML) 可以通过探索新的研究领域来加速化学发现. 通过拥抱好奇心和新奇发现,机器学习工具可以帮助科学家克服偏见,更快地找到意想不到的结果.
科学领域:
- 化学科学 化学科学 化学科学
- 计算化学计算化学
- 材料科学 材料科学 材料科学
背景情况:
- 机器学习 (ML) 对于推动科学发现至关重要,因为它能够产生新的化学知识.
- 当前的ML工具往往优先考虑高预测信心的实验,这可能会限制未知化学空间的探索.
- 越来越多的人使用机器学习来模拟好奇心,探索新的研究途径.
研究的目的:
- 探索机器学习 (ML) 在推动化学科学中的好奇心驱动的研究方面的潜力.
- 讨论如何利用低值和"负值"的数据可以增强一次性/几次性学习能力.
- 突出新发现检测算法在加速化学发现中的作用.
主要方法:
- 讨论用于科学探索的机器学习的当前趋势.
- 分析"负面"或低信心数据如何催化学习.
- 探索新发现算法,以识别尚未探索的领域.
主要成果:
- 机器学习可以通过插入学习的模式来帮助化学家完成要求高的任务.
- 由好奇心驱动的机器学习可以将探索扩展到超出高可信度预测的范围.
- 低值和"负值"的数据可以被利用来提高一次性/短暂的学习.
结论:
- 有趣的ML和新奇检测的整合可以推动下一波化学发现.
- 由好奇心驱动的ML研究可以帮助克服化学科学的偏见假设.
- 通过机器学习驱动的好奇心,预计会加速发现意想不到的发现.
相关概念视频
Drug Discovery: Overview
8.0K
Drug discovery is a multifaceted process involving extensive screening, testing, and optimization of lead compounds to identify potential new drugs for therapeutic use. It combines several approaches, including screening large numbers of natural products, chemical modification of known active molecules, identification of new drug targets, and rational design based on biological mechanisms and drug-receptor structure. These approaches are carried out in both academic research laboratories and...
8.0K
The Small x Assumption
46.2K
If a reaction has a small equilibrium constant, the equilibrium position favors the reactants. In such reactions, a negligible change in concentration may occur if the initial concentrations of reactants are high and the Kc value is small. In such circumstances, the equilibrium concentration is approximately equal to its initial concentration. This estimation can be used to simplify the equilibrium calculations by assuming that some equilibrium concentrations are equal to the initial...
46.2K
Introduction to Enzymes
18.0K
The use of enzymes by humans dates to 7000 BCE. Humans first used enzymes to ferment sugars and produce alcohol without knowing that this was an enzyme-catalyzed reaction. Wilhelm Kuhne coined the term 'enzyme' in 1877 from the Greek words ‘en’ meaning ‘in’ or ‘within’ and ‘zyme’ meaning ‘yeast.’
Most enzymes are proteins that speed up biochemical reactions without being consumed. Enzymes contain one or more active sites that...
Most enzymes are proteins that speed up biochemical reactions without being consumed. Enzymes contain one or more active sites that...
18.0K
Predicting Reaction Outcomes
8.5K
Kinetics describes the rate and path by which a reaction occurs. In contrast, thermodynamics deals with state functions and describes the properties, behavior, and components of a system. It is not concerned with the path taken by the process and cannot address the rate at which a reaction occurs. Although it does provide information about what can happen during a reaction process, it does not describe the detailed steps of what appears on an atomic or a molecular level. On the other hand,...
8.5K
Inductive Effects on Chemical Shift: Overview
1.1K
The protons in unsubstituted alkanes are strongly shielded with chemical shifts below 1.8 ppm. Methine, methylene, and methyl protons appear at approximately 1.7, 1.2 and 0.7 ppm, while the proton signal from methane appears at 0.23 ppm. An electronegative substituent, such as chlorine, withdraws the electron density from the protons, increasing their chemical shift. Progressive substitution of the hydrogens in methane by chlorine shifts the proton signals increasingly downfield, to 3.05 ppm in...
1.1K
Chemical Reactions
88.9K
A chemical reaction is a process by which the bonds in the atoms of substances are rearranged to generate new substances. Matter cannot be created or destroyed in a chemical reaction—the same type and number of atoms that make up the reactants are still present in the products. Merely, the rearrangement of chemical bonds produces new compounds.
Chemical Reactions Rearrange Atoms into New Substances
A chemical reaction takes starting materials—the reactants—and changes them...
Chemical Reactions Rearrange Atoms into New Substances
A chemical reaction takes starting materials—the reactants—and changes them...
88.9K


