November 20, 2025 article Open access Machine learning methods for small data and upstream bioprocessing applications: A comprehensive review Biotechnology Advances DOI: 10.1016/j.biotechadv.2025.108749 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 15 References 4 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access A survey of deep meta-learning 2021 Artificial Intelligence Review article Computer Science Domain Adaptation and Few-Shot Learning Open access 377 citations Machine learning in bioprocess development: from promise to practice 2022 Trends in biotechnology review Biochemistry, Genetics and Molecular Biology Microbial Metabolic Engineering and Bioproduction Open access cited by 1 patent 166 citations Novel calibration design improves knowledge transfer across products for the characterization of pharmaceutical bioprocesses 2024 Biotechnology Journal article Decision Sciences Optimal Experimental Design Methods Open access 12 citations Control of parallelized bioreactors II: probabilistic quantification of carboxylic acid reductase activity for bioprocess optimization 2022 Bioprocess and Biosystems Engineering article Biochemistry, Genetics and Molecular Biology Microbial Metabolic Engineering and Bioproduction Open access 11 citations 4 results