Data Science & ML Claude 技能

DSPy.rb Expert

Builds type-safe, composable LLM applications in Ruby using the DSPy framework to program AI behavior instead of manual prompting.

Advanced LLM Evaluation

Implements sophisticated LLM-as-judge methodologies to evaluate and compare AI model outputs with high reliability and bias mitigation.

Advanced LLM Evaluation

Implements production-grade LLM-as-a-judge patterns to evaluate model outputs with high reliability and bias mitigation.

Memory Systems Design

Implements sophisticated, multi-layered memory architectures including knowledge graphs and temporal persistence for autonomous AI agents.

Memory System Design

Implements advanced memory architectures for AI agents to maintain session continuity and manage structured entity relationships.

ML PRD Generator

Generates structured, evidence-driven Product Requirements Documents (PRDs) specifically tailored for Machine Learning workflows and experiments.

PyMC Bayesian Modeling

Builds and validates sophisticated Bayesian probabilistic models using the PyMC library for advanced statistical inference.

Clinical Value Evaluator

Systematically assesses medical research proposals to quantify their impact on patient outcomes, clinical decision-making, and healthcare systems.

Adaptyv Protein Engineering

Automates protein testing and validation through a cloud laboratory platform for high-throughput protein design workflows.

PyTDC Therapeutics Data Commons

Provides AI-ready datasets and benchmarks for drug discovery, including ADME, toxicity, and molecular generation tasks.

Biopython Molecular Biology

Streamlines computational molecular biology tasks including sequence analysis, biological file parsing, and genomic database integration.

QIG Purity Guardian

Enforces E8 architecture standards and QIG purity protocols within the Pantheon development ecosystem.

Rust Machine Learning & AI

Guides the development of high-performance ML and AI applications in Rust using memory-efficient patterns and GPU acceleration.

Book SFT & Style Transfer Pipeline

Builds high-quality fine-tuning datasets from literary works to train AI models in specific authorial voices and writing styles.

Context Degradation Diagnostics

Diagnoses and mitigates AI agent performance failures caused by long-context attention loss, poisoning, and informational clash.

Multi-Agent Architecture Patterns

Designs and implements sophisticated multi-agent systems using supervisor, swarm, and hierarchical patterns to solve complex context management challenges.

Context Engineering Fundamentals

Provides foundational expertise in context engineering to optimize AI agent performance and manage token usage effectively.

BDI Mental State Modeling

Transforms external RDF context into formal Belief-Desire-Intention (BDI) models to enable rational agency and explainable reasoning in AI agents.

LLM Project Development Methodology

Architects and optimizes LLM-powered applications using structured methodologies, pipeline design, and agent-assisted development patterns.

Context Optimization

Optimizes AI agent context through compression, masking, and strategic partitioning to maximize token efficiency and model performance.

Data Visualization Expert

Implements high-performance, accessible, and perceptually accurate data visualizations using industry-standard algorithms and best practices.

SpatialData

Manages, analyzes, and visualizes multi-modal spatial omics data using the SpatialData Python ecosystem and OME-NGFF standards.

Denario Academic Research Assistant

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

Denario Scientific Research Automation

Automates end-to-end scientific research workflows from data analysis and hypothesis generation to publication-ready LaTeX manuscripts.

Biomni Biomedical AI Agent

Automates complex biomedical research tasks including drug discovery, genomics analysis, and CRISPR screening design using an autonomous AI agent framework.

DNAnexus Integration

Integrates Claude with the DNAnexus cloud platform to build genomic apps, manage biomedical data, and automate bioinformatics workflows using the dxpy SDK.

DrugBank Database & Pharmacology Analysis

Access and analyze comprehensive pharmaceutical data from DrugBank for drug discovery, pharmacology research, and chemical property analysis.

ClinVar Database Navigator

Queries and interprets NCBI ClinVar data to identify genetic variant clinical significance and pathogenicity.

Backsolve Miner/Metal Ratio Fundamentals

Decomposes mining stock-to-metal price ratios into fundamental drivers like AISC, leverage, and valuation multiples using automated financial data extraction.

Machine Learning Pipeline Workflow

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