Home ›
Entities
› academia
› Machine-Learning-Guided Library Design Cycle for Directed Evolution of Enzymes: The Effects of Training Data Composition on Sequence Space Exploration
Machine-Learning-Guided Library Design Cycle for Directed Evolution of Enzymes: The Effects of Training Data Composition on Sequence Space Exploration
Research article (ACS Catalysis, 2021) · cited 65× · AI/ML
Machine-Learning-Guided Library Design Cycle for Directed Evolution of Enzymes: The Effects of Training Data Composition on Sequence Space Exploration
Summary
Machine-Learning-Guided Library Design Cycle for Directed Evolution of Enzymes: The Effects of Training Data Composition on Sequence Space Exploration is a scholarly article[1].
Key Facts
Machine-Learning-Guided Library Design Cycle for Directed Evolution of Enzymes: The Effects of Training Data Composition on Sequence Space Exploration's instance of is recorded as scholarly article[2].
Use these citations when quoting this entity in research, articles, AI prompts, or wherever provenance matters. We aggregate Wikidata + Wikipedia + authoritative open-data sources; the stitched, scored, cross-referenced view is what 4ort.xyz contributes.
APA4ort.xyz Knowledge Graph. (2026). Machine-Learning-Guided Library Design Cycle for Directed Evolution of Enzymes: The Effects of Training Data Composition on Sequence Space Exploration. Retrieved May 24, 2026, from https://4ort.xyz/entity/machine-learning-guided-library-design-cycle-for-directed-evolution-of-enzymes-the-effects-of-training-data-composition-
MLA“Machine-Learning-Guided Library Design Cycle for Directed Evolution of Enzymes: The Effects of Training Data Composition on Sequence Space Exploration.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/machine-learning-guided-library-design-cycle-for-directed-evolution-of-enzymes-the-effects-of-training-data-composition-.
BibTeX@misc{4ortxyz_machine-learning-guided-library-design-cycle-for-directed-evolution-of-enzymes-the-effects-of-training-data-composition-_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Machine-Learning-Guided Library Design Cycle for Directed Evolution of Enzymes: The Effects of Training Data Composition on Sequence Space Exploration}}, year = {2026}, url = {https://4ort.xyz/entity/machine-learning-guided-library-design-cycle-for-directed-evolution-of-enzymes-the-effects-of-training-data-composition-}, note = {Accessed: 2026-05-24}}
LLM promptAccording to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Machine-Learning-Guided Library Design Cycle for Directed Evolution of Enzymes: The Effects of Training Data Composition on Sequence Space Exploration — https://4ort.xyz/entity/machine-learning-guided-library-design-cycle-for-directed-evolution-of-enzymes-the-effects-of-training-data-composition- (retrieved 2026-05-24)
