Data Science & ML Claudeスキル

Advanced LLM Evaluation

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

Keras Multi-Backend Ops

Standardizes tensor mathematics for BayesFlow extensions using Keras 3's backend-agnostic operations to ensure compatibility across PyTorch, JAX, and TensorFlow.

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.

Multi-Agent System Designer

Architects sophisticated multi-agent systems using proven design patterns, orchestration strategies, and performance evaluation frameworks.

BayesFlow Keras Operations

Standardizes backend-agnostic tensor math for BayesFlow extensions using the Keras 3 functional API.

BayesFlow Simulator Builder

Streamlines the creation, modification, and debugging of BayesFlow 2.x simulators for simulation-based inference.

Agent Orchestration (MageAgent)

Coordinates multiple specialized AI agents to solve complex tasks through collaborative, competitive, and analytical workflows.

Cost-Aware LLM Pipeline

Optimizes LLM API expenses through intelligent model routing, budget tracking, and efficient caching strategies.

Semantic Search Index Manager

Manages and maintains GPU-accelerated semantic search indexes for local codebases within Claude Code.

Groq SDK Install & Authentication

Configures and authenticates the Groq SDK and CLI for Node.js and Python projects.

Nexus Knowledge Graph

Manages complex relationships and structured data entities across multiple domains using GraphRAG memory.

Biopython Molecular Biology Toolkit

Simplifies computational molecular biology by providing tools for sequence analysis, structural bioinformatics, and biological database integration.

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.

Context Engineering Fundamentals

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

Multi-Agent Architecture Patterns

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

LLM Project Development Methodology

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

OctoMesh Pipeline Expert

Architects and debugs complex OctoMesh ETL pipelines using YAML-defined data flows and transformations.

Excel Pivot Wizard

Automates the creation of advanced Excel pivot tables, calculated fields, and interactive dashboards for streamlined data analysis.

Automated Data Preprocessing Pipeline

Automates data cleaning, transformation, and validation to streamline the creation of production-ready machine learning datasets.

Academic Paper Writer

Transforms experimental results into publication-ready LaTeX academic papers following professional research standards and style guides.

Startup Valuation (vc-pe)

Calculates and models startup valuations using venture capital methods, comparable analysis, and pre/post-money mechanics.

LBO Modeling for Investment Banking

Constructs and analyzes complex leveraged buyout models including debt schedules, return metrics, and sensitivity tables.

Equity Research Modeling

Builds comprehensive, bottom-up earnings models and detailed financial analysis frameworks for professional investment research.

Excel & Spreadsheet Master

Manipulates, formats, and validates professional-grade Excel and tabular data files using industry-standard conventions.

Excel & Spreadsheet Master

Manages comprehensive spreadsheet operations including professional formatting, financial modeling, and automated formula validation.

Market Sizing Analysis

Builds defensible TAM/SAM/SOM market models with external validation and sensitivity testing for startup fundraising.

BioLM Protocol Creator

Generates valid BioLM Protocol YAML files for protein engineering and bioinformatics pipelines.

MLflow Integration Patterns

Implements professional MLflow patterns for experiment tracking, model registry management, and reproducible ML pipelines.

Data Labeling Patterns

Implements expert annotation pipeline designs, quality assurance protocols, and scalable labeling systems for machine learning workflows.