Data Science & ML Habilidades de Claude

Descubre Habilidades de Claude para data science & ml. Explora 61 habilidades y encuentra las capacidades perfectas para tus flujos de trabajo de IA.

Claude Batch Processing

Optimizes high-volume workloads by leveraging Anthropic's Message Batches API for 50% cost savings on non-time-sensitive tasks.

Data Science & ML

Gas-Fertilizer Shock Analyst

Verifies causal narratives between natural gas price surges and fertilizer market disruptions using automated statistical analysis.

Data Science & ML

Document Citations & RAG

Implements robust document attribution and Retrieval-Augmented Generation (RAG) patterns for verifiable AI responses.

Data Science & ML

Local LLM & Home Assistant Integration

Integrates local Large Language Models with Home Assistant and Ollama for private, high-performance smart home automation.

Data Science & ML

Fear-of-Falling QC Summarizer

Aggregates K18 quality control artifacts into comprehensive summary reports while maintaining project manifests.

Data Science & ML

Demographic Fiscal Trap Analyzer

Analyzes the intersection of aging populations and sovereign debt to quantify fiscal vulnerability and potential currency dilution paths.

Data Science & ML

Copper Inventory Signal Analyzer

Analyzes copper inventory rebuild speeds and historical price percentiles to identify market peaks and long-term valuation opportunities.

Data Science & ML

Palladium-Silver Lead-Lag Detector

Analyzes cross-metal correlations between Palladium and Silver to confirm trend turning points and identify failed price moves.

Data Science & ML

Market ATR Squeeze Detector

Analyzes asset volatility using normalized ATR% to identify high-risk 'squeeze' regimes and provide actionable risk management adjustments.

Data Science & ML

Precious Metal Miner Margin Analyzer

Calculates gross margin proxies for gold and silver miners to evaluate industry profitability and historical valuation cycles.

Data Science & ML

Experiment Retrospective & Insight Extractor

Distills experiment reports and logs into actionable project skills and troubleshooting documentation.

Data Science & ML

LLM Evaluation Framework

Implements rigorous evaluation strategies for LLM applications using automated metrics, human-in-the-loop feedback, and systematic benchmarking.

Data Science & ML

Context Degradation & Engineering

Diagnose and mitigate performance loss in agentic systems caused by large, conflicting, or poisoned context windows.

Data Science & ML

Yanex Experiment Tracking

Streamlines the execution, management, and analysis of machine learning experiments using a lightweight, Git-aware Python framework.

Data Science & ML

Context Engineering Fundamentals

Master the core principles and mechanics of context management to build more efficient and accurate AI agent architectures.

Data Science & ML

RAG Implementation Guide

Builds sophisticated Retrieval-Augmented Generation systems to ground LLM applications with proprietary data and external knowledge.

Data Science & ML

ServiceX for ATLAS xAOD

Generates and optimizes ServiceX queries in func_adl for analyzing ATLAS xAOD high-energy physics data.

Data Science & ML

LLM Application Evaluation

Implement comprehensive evaluation frameworks for LLM applications using automated metrics, human feedback, and benchmarking.

Data Science & ML

Investment Clock Rotation Analyzer

Analyzes macroeconomic trends by mapping earnings growth and financial conditions onto a four-quadrant investment clock model.

Data Science & ML

Copper Supply Risk Analyzer

Quantifies global copper supply concentration and structural risks using automated data scraping and Bloomberg-style visualizations.

Data Science & ML

Amazon Bedrock Multi-Agent Orchestrator

Orchestrates complex multi-agent systems on AWS using the Bedrock AgentCore Agent-to-Agent (A2A) protocol.

Data Science & ML

Zeberg-Salomon Economic Rotator

Builds macro-economic models using leading and coincident indicators to automate Risk-On/Risk-Off switching strategies.

Data Science & ML

Agri Hedge Fund Positioning Tracker

Quantifies hedge fund capital flows in agricultural commodity markets using CFTC COT data and macro sentiment indicators.

Data Science & ML

Excel & Spreadsheet Expert

Creates, edits, and analyzes sophisticated Excel spreadsheets with advanced formula support and industry-standard financial formatting.

Data Science & ML

RAG Implementation

Implements Retrieval-Augmented Generation (RAG) systems with vector databases and semantic search to build grounded, knowledge-aware AI applications.

Data Science & ML

Prompt Engineering Patterns

Optimizes LLM performance and reliability through advanced techniques like few-shot learning, chain-of-thought reasoning, and modular prompt templates.

Data Science & ML

Excel & Spreadsheet Mastery

Enables professional spreadsheet creation, data analysis, and financial modeling with rigorous formula verification and industry-standard formatting.

Data Science & ML

Advanced Excel & Spreadsheet Management

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and industry-standard financial modeling conventions.

Data Science & ML

Yield Spread Sector Forecaster

Forecasts relative performance between growth and defensive sectors using US Treasury yield curves as a leading indicator.

Data Science & ML

LLM Evaluation Suite

Implements comprehensive evaluation frameworks for LLM applications using automated metrics, human feedback, and LLM-as-judge patterns.

Data Science & ML

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