Data Science & ML Claudeスキル

JAX Differentiable Physics & PDEs

Provides specialized guidance for implementing differentiable physics simulations and solving partial differential equations using JAX.

Polars High-Performance Data Processing

Accelerates data manipulation and analysis using the blazingly fast Polars DataFrame library for Python and Rust.

Qiskit Hardware & Pulse Control

Optimizes and executes quantum circuits on physical IBM Quantum hardware using advanced error mitigation and pulse-level control.

Pydicom Medical Imaging

Provides specialized tools for reading, modifying, and writing DICOM medical imaging data within Python environments.

Unsloth LLM Fine-Tuning

Accelerates LLM fine-tuning by 2x while reducing memory consumption by 80% for models like Llama, Mistral, and Phi.

Atomic Simulation Environment (ASE)

Builds, manipulates, and analyzes atomistic simulations using a universal Python interface for molecular dynamics and quantum chemistry codes.

tqdm Progress Monitoring

Implements intelligent, low-overhead progress bars for Python loops, data processing, and machine learning workflows.

Scikit-Learn Machine Learning

Implements industry-standard machine learning workflows in Python for predictive data analysis including classification, regression, and clustering.

Dagster Development & Orchestration

Provides expert guidance and standardized patterns for building scalable data pipelines using the Dagster asset-based orchestration framework.

Dagster Prototyper

Generates production-ready Dagster data assets and pipelines using natural language requirements and industry best practices.

Dagster Workspace Creator

Initializes and scaffolds organized multi-project environments for Dagster data orchestration using natural language.

Scikit-Image Assistant

Simplifies scientific image processing and analysis using Python-based algorithms and NumPy-compatible workflows.

Lifelines Survival Analysis

Performs advanced survival analysis and time-to-event modeling using the lifelines library for medical, clinical, and epidemiological research.

Claude Prompt Engineer

Generates high-performance, structured prompts using official Anthropic conventions and 2025 best practices.

Precompute Relationships Pattern

Optimizes algorithmic performance by calculating static graph, grid, and constraint relationships during module load for constant-time lookups.

Text Data Extraction Patterns

Extracts structured data, numbers, and identifiers from unstructured text using optimized regex patterns and Norvig-inspired utilities.

Dagster Project Creator

Initializes new Dagster projects with a recommended structure using natural language commands.

Python Lazy Generator Patterns

Implements memory-efficient data processing using Python generators and lazy evaluation patterns.

Python NamedTuple Records

Implements immutable, memory-efficient data structures using Python's namedtuple for cleaner and more readable code.

Python Operator Overloading DSL

Enables the creation of expressive domain-specific languages in Python by overloading arithmetic and logical operators.

RAG Implementation Specialist

Implements advanced Retrieval-Augmented Generation patterns, optimizing document chunking, embeddings, and search strategies for high-performance AI systems.

Autonomous Agent Architect

Builds reliable, production-ready autonomous AI systems using proven agentic patterns and strict reliability guardrails.

Scikit-bio Bioinformatics & Ecology

Provides specialized data structures and statistical methods for rigorous bioinformatics, microbiome research, and community ecology analysis.

Propagate-Then-Search Logic Pattern

Optimizes constraint satisfaction problem-solving by eliminating impossibilities through inference before initiating recursive search operations.

Dagster Integrations Index

Provides a comprehensive, categorized guide to over 82 Dagster integrations for data orchestration and engineering.

NumPy Low-Level Optimization

Optimizes NumPy performance through advanced memory management, stride manipulation, and zero-copy operations.

PyProj Coordinate Systems & Geodetics

Performs high-precision cartographic projections and coordinate transformations using the PROJ library.

Autonomous Agent Architect

Builds and manages reliable AI agents using robust patterns like ReAct and Plan-Execute to ensure production-grade performance.

Sociology Interview Analyst

Facilitates rigorous qualitative analysis of interview data through systematic coding, theoretical synthesis, and evidence-based interpretation.

LoRA Training Specialist

Guides artists and developers through the end-to-end process of training custom AI art models with a focus on dataset quality and resource optimization.