Guiding deep-sea resource development through protein sequence-environmental parameter joint modeling


Harnessing AI to explore microbial adaptability in extreme environments through advanced data modeling.

A laptop displays a screen with the title 'ChatGPT: Optimizing Language Models for Dialogue', accompanied by descriptive text. The background shows a blurred image of a sandwich, and there's a white cup on the wooden table next to the laptop.
A laptop displays a screen with the title 'ChatGPT: Optimizing Language Models for Dialogue', accompanied by descriptive text. The background shows a blurred image of a sandwich, and there's a white cup on the wooden table next to the laptop.

Innovative Research in Deep-Sea Microbiology

We specialize in interdisciplinary research combining protein sequences and environmental data to enhance understanding of deep-sea microorganisms and their adaptability through advanced deep learning techniques.

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.

Interdisciplinary Research Solutions

We provide advanced modeling and data processing for deep-sea microorganism research and environmental adaptability.

Data Collection Services
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A monochrome image featuring an illuminated neural network pattern resembling a human brain against a dark background. Below the brain image is a text section, which includes the title 'seeing the beautiful brain today' in bold and descriptive text about advances in neuroscience and imaging techniques.

Collecting protein sequences and environmental parameters for high-quality datasets.

A laptop displaying a website about language models is set on a wooden table. A coffee cup is nearby, next to a menu stand featuring a beef dish advertisement.
A laptop displaying a website about language models is set on a wooden table. A coffee cup is nearby, next to a menu stand featuring a beef dish advertisement.
A laptop displaying a webpage about optimizing language models rests on a wooden table. To the left of the laptop is a white cup containing coffee, with remnants of foam around the edges. A colorful laminated menu stand with a sandwich picture is positioned behind the cup.
A laptop displaying a webpage about optimizing language models rests on a wooden table. To the left of the laptop is a white cup containing coffee, with remnants of foam around the edges. A colorful laminated menu stand with a sandwich picture is positioned behind the cup.
Model Development Services

Designing deep learning models to extract features from protein sequences for predictive analysis.

Enhancing research efficiency through API support for data processing and visualization.

API Support Services

Deep-Sea Research

Interdisciplinary approach to studying deep-sea microorganisms and environments.

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A vintage typewriter with a sheet of paper on which the words 'MACHINE LEARNING' are typed in bold. The typewriter appears to be an older model with black keys and a white body, placed on a wooden surface.
Feature Extraction

Extracting environmental adaptability features from protein sequences.

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A laptop screen displaying the OpenAI logo and text. The laptop keyboard is visible below, with keys illuminated in a dimly lit environment.
Joint Modeling

Combining parameters with protein features for predictive modeling.

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.
A smartphone displaying the OpenAI logo rests on a laptop keyboard. The screen features a blue abstract design, and the keyboard is visible beneath with dimly lit keys.
A smartphone displaying the OpenAI logo rests on a laptop keyboard. The screen features a blue abstract design, and the keyboard is visible beneath with dimly lit keys.
API Support

Enhancing data processing and visualization for research efficiency.

Predictive Capabilities

Building models to predict environmental adaptability in microorganisms.

Research

Interdisciplinary study of deep-sea microorganisms.

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