AI drug development (target prediction)

Integrate, Optimize, and Validate Your Data Effectively

Innovative Data Solutions for Research

We specialize in data integration, model optimization, and validation to enhance target prediction and analysis in biomedical research.

A computer screen displaying a coding interface with Python code related to machine learning. The code imports libraries like sklearn and deals with model metrics such as precision and recall. A classification report is shown along with a section titled 'Different meta model trained' listing various models like DT, RF, LR, and XGB. Below, there is code for tuning an XGB model using GridSearchCV.
A computer screen displaying a coding interface with Python code related to machine learning. The code imports libraries like sklearn and deals with model metrics such as precision and recall. A classification report is shown along with a section titled 'Different meta model trained' listing various models like DT, RF, LR, and XGB. Below, there is code for tuning an XGB model using GridSearchCV.

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Proven Results

Data Integration Services

Expert data integration and preprocessing for structured datasets and enhanced knowledge through graphs.

Model Optimization

Fine-tuning models using GPT-4 for improved accuracy in target prediction tasks and evaluations.

Validation Services

Collaborative validation with wet labs, pathway analysis, and visualization tools for model decision interpretation.

Data Integration

Extract and build structured datasets with enhanced contextual knowledge.

A computer screen displaying a webpage about ChatGPT, focusing on optimizing language models for dialogue. The webpage has text describing the model and includes the OpenAI logo. The background is green with some purple graphical elements on the side.
A computer screen displaying a webpage about ChatGPT, focusing on optimizing language models for dialogue. The webpage has text describing the model and includes the OpenAI logo. The background is green with some purple graphical elements on the side.
Model Optimization

Utilizing GPT-4 API for tailored domain adaptation and evaluation.

An iPad displaying data visualization content next to a book titled 'Data Science for Business.' The iPad is showing notes and a diagram about dashboard design, accompanied by a stylus placed between the iPad and the book.
An iPad displaying data visualization content next to a book titled 'Data Science for Business.' The iPad is showing notes and a diagram about dashboard design, accompanied by a stylus placed between the iPad and the book.
Validation Process

Collaborating with labs for assays and enriching pathways for visualization.

Integration

Data integration and model optimization for insights.

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