Data Preparation Phase

Collect and curate stratigraphic data to enhance geological model fine-tuning and evaluation processes.

Data Preparation

Collect and annotate stratigraphic data for geological model training.

A vibrant satellite image showcasing a geological formation with swirling patterns. The landscape features a mix of rugged textures and undulating contours, with colors ranging from deep reds and purples to bright yellows and greens. The central area appears to be a circular crater-like structure.
A vibrant satellite image showcasing a geological formation with swirling patterns. The landscape features a mix of rugged textures and undulating contours, with colors ranging from deep reds and purples to bright yellows and greens. The central area appears to be a circular crater-like structure.
A large, yellow construction drill rig is operating on a rocky terrain, creating a cloud of dust. It is surrounded by loose stones and earth, with hills in the far background. The machine is equipped with hoses and drilling components, indicating its use in mining or construction work.
A large, yellow construction drill rig is operating on a rocky terrain, creating a cloud of dust. It is surrounded by loose stones and earth, with hills in the far background. The machine is equipped with hoses and drilling components, indicating its use in mining or construction work.
Layers of rock are stacked unevenly, with a combination of horizontal and wavy patterns. The rock surface appears to have a variety of textures, with some areas covered in patches of green moss or lichen. The scene suggests a geological formation, possibly formed by natural forces over time.
Layers of rock are stacked unevenly, with a combination of horizontal and wavy patterns. The rock surface appears to have a variety of textures, with some areas covered in patches of green moss or lichen. The scene suggests a geological formation, possibly formed by natural forces over time.
Layers of sedimentary rock formations with varying colors and textures are exposed on the surface. The patterns consist of red, brown, and gray hues, reminiscent of geological activity and erosion over time. The ground has a rugged, uneven appearance with visible stratification, indicating a rich geological history.
Layers of sedimentary rock formations with varying colors and textures are exposed on the surface. The patterns consist of red, brown, and gray hues, reminiscent of geological activity and erosion over time. The ground has a rugged, uneven appearance with visible stratification, indicating a rich geological history.

Data Preparation

Collect and curate geological data for model training purposes.

An illustration of a geological formation or rock with intricate patterns and textures. The rock features a combination of earthy tones, showcasing inner layers with swirls and streaks in white, yellow, green, and black.
An illustration of a geological formation or rock with intricate patterns and textures. The rock features a combination of earthy tones, showcasing inner layers with swirls and streaks in white, yellow, green, and black.
Model Fine-Tuning

Adapting models for geological sequence labeling and explanations.

A large mining site is spread across a vast landscape with multiple heavy machinery and trucks in operation. The site has a variety of soil and rock formations, with visible conveyor belts and excavators working. The background features green hills and a partly cloudy sky.
A large mining site is spread across a vast landscape with multiple heavy machinery and trucks in operation. The site has a variety of soil and rock formations, with visible conveyor belts and excavators working. The background features green hills and a partly cloudy sky.
Performance Evaluation

Validate model performance through cross-testing and expert alignment.

An aerial view of a mining site with layered earth tones and a long, dark road or conveyor belt running horizontally across the center. Earth-moving equipment is visible near the bottom right, amidst large, sweeping patterns in the terrain that suggest excavation or quarrying activity.
An aerial view of a mining site with layered earth tones and a long, dark road or conveyor belt running horizontally across the center. Earth-moving equipment is visible near the bottom right, amidst large, sweeping patterns in the terrain that suggest excavation or quarrying activity.
Layers of sedimentary rock formation with visible strata patterns. The texture appears rugged and weathered, showing shades of gray, brown, and hints of rust. The geological structure suggests erosion and time-worn surfaces.
Layers of sedimentary rock formation with visible strata patterns. The texture appears rugged and weathered, showing shades of gray, brown, and hints of rust. The geological structure suggests erosion and time-worn surfaces.
API Integration

Utilizing OpenAI's API for domain-specific fine-tuning.

Research Phases

Structured approach to geological data analysis and modeling.

Research

Innovative geological data analysis and model fine-tuning.

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