Data Science & ML Claudeスキル
data science & ml向けのClaudeスキルを発見してください。61個のスキルを閲覧し、AIワークフローに最適な機能を見つけましょう。
Context Engineering Fundamentals
Master the core principles of AI context management to optimize agent performance and token efficiency.
Context Optimization Expert
Optimizes LLM context windows through strategic compaction, observation masking, and partitioning to reduce token costs and improve agent performance.
LLM Project Methodology
Guides the end-to-end development of LLM-powered applications, from task evaluation and pipeline design to cost estimation and agent architecture.
Multi-Agent Architecture Patterns
Designs and implements robust multi-agent systems using supervisor, swarm, and hierarchical patterns to optimize context management and reasoning.
Advanced LLM Evaluation
Implements production-grade LLM-as-a-judge patterns to evaluate model outputs using structured rubrics, bias mitigation, and pairwise comparison techniques.
Context Compression Strategies
Optimizes AI agent performance and token usage by implementing advanced context summarization and management strategies for long-running sessions.
BDI Mental State Modeling
Transforms external RDF context into agent mental states to enable cognitive reasoning, explainability, and semantic interoperability in multi-agent systems.
Agent Memory Systems
Implements sophisticated multi-layer memory architectures for AI agents to persist state, track entities, and maintain temporal knowledge across sessions.
Context Degradation Diagnostics
Diagnoses and mitigates performance failures in agentic systems caused by large context windows, attention loss, and information noise.
Langroid Design Pattern Manager
Captures and organizes multi-agent programming design patterns to build a searchable architectural knowledge base.
Langroid Multi-Agent Patterns
Implements advanced multi-agent design patterns for building robust LLM applications with the Langroid framework.
Positron Notebooks
Facilitates the development, debugging, and maintenance of React-based notebook interfaces within the Positron IDE.
Advanced Research Paper Search
Conducts precise academic and scientific research paper searches using Exa's advanced filtering and neural search capabilities.
Research Multi-Agent Orchestrator
Orchestrates parallel scientist agents to perform deep, multi-stage research and synthesis within codebases and documentation.
Pysam Genomic Toolkit
Reads, manipulates, and writes genomic datasets including BAM, VCF, and FASTA files using a Pythonic interface to htslib.
Scikit-Learn ML Framework
Implements professional machine learning workflows in Python including classification, regression, clustering, and data preprocessing.
Open Targets Database
Queries the Open Targets Platform to identify therapeutic drug targets and analyze disease-target associations using human genetics and omics data.
STRING Database Analysis
Accesses and analyzes protein-protein interaction networks and functional enrichment data using the STRING API.
Scholar Evaluation & Research Assessment
Evaluates research papers and scholarly work using the ScholarEval framework to provide structured quality assessments and actionable feedback.
FDA Database Access
Accesses and analyzes comprehensive FDA regulatory data for drugs, medical devices, and food safety through the openFDA API.
ZINC Chemical Database
Accesses the ZINC database of 230M+ purchasable compounds for virtual screening, drug discovery, and molecular docking studies.
Qiskit Quantum Computing
Develops, optimizes, and executes quantum circuits and algorithms across various hardware backends using the Qiskit framework.
PyTorch Lightning
Streamlines deep learning development by organizing PyTorch code into scalable, modular structures for automated training and multi-GPU orchestration.
PyTorch Geometric (PyG) Graph Learning
Develop and train Graph Neural Networks using PyTorch Geometric for node classification, link prediction, and molecular modeling.
QuTiP Quantum Simulations
Simulates and analyzes closed and open quantum systems using the Quantum Toolbox in Python (QuTiP).
Ensembl Genome Database Access
Facilitates automated queries to the Ensembl REST API for gene annotation, sequence retrieval, and comparative genomic analysis across 250+ species.
Scanpy Single-Cell Analysis
Performs comprehensive single-cell RNA-seq analysis including quality control, clustering, and trajectory inference using the Scanpy framework.
NCBI GEO Genomics Assistant
Accesses and processes NCBI Gene Expression Omnibus (GEO) data for transcriptomics and functional genomics research.
PDB Structural Biology & Drug Discovery
Accesses and analyzes RCSB Protein Data Bank (PDB) structures, metadata, and 3D coordinates for structural biology and drug discovery research.
HMDB Scientific Database
Accesses the Human Metabolome Database to retrieve chemical, clinical, and spectroscopic data for over 220,000 metabolites.
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