Explore Rancho Data Science Services
Rancho BioSciences provides data curation services for pharmaceutical and biotech companies, as well as for academic institutions, foundations, and the government. Rancho works with different life science data types, including clinical trials, genomics, gene variants, assays, chemistry, microbiome, flow cytometry, and imaging data. The data can be internal and/or public. Rancho BioSciences is platform-agnostic and has a lot of experience formatting data for many commercial, internal, and public (open-source) platforms.
AI, ML, and NLP Services
Rancho BioSciences’ full-cycle AI applications include data preparation, model training, and insights generation. We customize our data science workflows to address unique research needs, including support for clinical trials, extracting information from unstructured text, and processing and integrating multi-dimensional omics datasets. By analyzing large volumes of data using state-of-the-art AI models, our clients gain valuable insights that enable them to accelerate scientific progress, improve research efficiency, and drive innovation.
Our comprehensive suite of AI services empowers businesses by providing them with an expertly crafted synergy of domain experts, data scientists, and data engineers. Our full-cycle AI solutions span every essential part of the project — from data collection to robust model training — seamlessly merging cutting-edge technology and industry-specific knowledge. Together, we unlock the potential hidden within your data, enabling you to accelerate growth and drive innovation.
Get training data
Data curation is our core business. We work across all life science data types, are platform-agnostic, and have robust manual and automated workflows to extract data from public or private sources. We can then harmonize the data, run it through a rigorous QC protocol, and prepare high quality machine-readable datasets for training or benchmarking your AI/ML algorithms.
Examples of training datasets include datasets for target liability, clinical trial patient cohorts, reagents (cell line, antibody, etc.), gene-disease associations, and perturbation.
Training AI/ML
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Rancho BioSciences’ team can identify relevant data entities and attributes that are important for training and optimizing these algorithms.
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Rancho BioSciences has experienced data scientists and SMEs who can build tailor-made ML/AI models, such as for:
- Predictive toxicology
- Survival analysis
- Cellular phenotype classification
- Disease signature analysis
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Rancho BioSciences validates performance of AI/ML algorithms to ensure accuracy and reliability.
Applying AI to get insights
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A combination of large language models (LLM) and classical NLP techniques is used to extract valuable information from text (e.g., pathology reports).
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An embedding-based publication scoring algorithm enables scientists to easily find relevant information based on incomplete information.
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Rancho terminology mapping solution uses embedding, LLM, and Fuzzy to construct a semantic layer and enrich private datasets.
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We are building Natural Language Query (NLQ) applications for our customers with AI-generated queries and scoring in diverse corporate data environments.
What discoveries are hiding in your data
We specialize in helping life science companies of all sizes discover what's hidden in their data. Let's chat about how our PhD subject matter expert can help streamline processes, reduce costs, and make discoveries!