Data Science & ML Claude 技能

Denario Scientific Research Assistant

Automates the end-to-end scientific research lifecycle from initial data hypothesis to publication-ready LaTeX manuscripts.

Ensembl Genome Database Integration

Queries and analyzes genomic data from the Ensembl REST API for gene lookups, sequence retrieval, and variant analysis.

RAG System Implementation

Builds robust Retrieval-Augmented Generation (RAG) systems to ground LLM applications with external data and private knowledge bases.

MechInterp Glossary and Constraints

Provides domain-specific knowledge and experimental constraints for mechanistic interpretability research on Splatoon data models.

RAG Manager

Manages Retrieval-Augmented Generation (RAG) indices to enable semantic search capabilities over BigQuery datasets.

Biomni Biomedical AI Agent

Executes complex biomedical research tasks including genomics analysis, drug discovery, and clinical data interpretation through autonomous AI agents.

Training Log Analyzer

Analyzes athletic training data to track progress, optimize performance cycles, and identify potential injury risks.

Biomni Biomedical AI Agent

Empowers biomedical researchers with autonomous agents for complex genomics, drug discovery, and clinical data analysis.

PDF Report Generator (ReportLab)

Generates professional PDF reports with formatted text, tables, and embedded visualizations using Python's reportlab library.

Benchling Integration

Automates Life Sciences R&D workflows by integrating Benchling registry, inventory, and notebook operations via Python SDK and REST API.

ML Pipeline Workflow

Automates the end-to-end MLOps lifecycle from data preparation and model training to production deployment and monitoring.

Universal PDF Report Generator

Generates professional, locally-executed PDF reports featuring formatted text, data tables, and embedded visualizations using the reportlab library.

PyTorch Geometric (PyG)

Develops and trains Graph Neural Networks (GNNs) for deep learning on irregular structures and relational data.

PyMC Bayesian Modeling

Builds and validates Bayesian statistical models using PyMC's probabilistic programming framework.

Matplotlib Scientific Plotting

Generates professional, publication-quality data visualizations and charts using Python's foundational plotting library.

PyDESeq2 Gene Expression Analysis

Performs differential gene expression analysis using Python's DESeq2 implementation for bulk RNA-seq data.

Academic Paper Analyzer

Transforms complex academic papers into detailed, evidence-based narrative explanations with rigorous citation standards for research workflows.

ML Pipeline Workflow

Builds end-to-end MLOps pipelines from data preparation and model training through to production deployment.

Geo Research Plus

Executes comprehensive geopolitical intelligence and data-driven research using the GDELT database and specialized analysis agents.

Presenting Data

Generates professional, data-driven presentations and technical whitepapers with robust citation management and reproducibility standards.

Creating Visualizations

Generates professional terminal-based and image-based visualizations to communicate data patterns and analytics results clearly.

Cleaning Data

Implements a systematic data quality remediation process to detect duplicates, handle outliers, and standardize inconsistencies for reliable analysis.

Biopython Molecular Biology

Simplifies computational molecular biology tasks including sequence manipulation, phylogenetic analysis, and programmatic NCBI database access.

Senior Prompt Engineer

Optimizes LLM performance through advanced prompt engineering, RAG architecture design, and agentic system orchestration.

LLM CLI

Interacts with diverse large language models through a command-line interface to perform tasks like prompt execution, data extraction, and embedding management.

CSV Data Visualizer

Transforms raw CSV data into interactive Plotly visualizations, comprehensive statistical reports, and professional multi-plot dashboards.

DSPy.rb Expert

Builds type-safe, composable LLM applications in Ruby using the programmatic DSPy framework.

Training Log Analyzer

Analyzes athletic training logs to track progress, identify performance plateaus, and optimize recovery schedules using sports science principles.

Flow Nexus Neural Networks

Builds, trains, and deploys distributed neural networks within secure E2B sandbox environments using Flow Nexus.

PDF Report Generator

Generates professional PDF reports featuring formatted text, data tables, and embedded visualizations using the reportlab Python library.