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.

Acquisition System Setup

Configures and verifies scientific data acquisition systems by automating hardware discovery and parameter management.

Data Science & ML

Multi-Agent Orchestration

Architects complex multi-agent systems and workflows using standardized patterns across major AI frameworks.

Data Science & ML

ReasoningBank with AgentDB

Implements high-performance adaptive learning and memory distillation for AI agents using the AgentDB vector backend.

Data Science & ML

ReasoningBank Intelligence

Implements adaptive learning and meta-cognitive capabilities for AI agents to optimize strategies based on historical experience.

Data Science & ML

Stata Statistical Analyst

Conducts rigorous, publication-quality quantitative research and statistical analysis using Stata through a systematic phased workflow.

Data Science & ML

MQL5 Python Workspace

Automates the translation of MetaTrader 5 (MQL5) indicators into validated Python implementations for algorithmic trading.

Data Science & ML

MLflow Python Integration

Automates experiment tracking and backtest logging using the MLflow Python API and QuantStats metrics.

Data Science & ML

Incentive Prompting Optimizer

Optimizes AI outputs using research-backed prompting techniques to increase response quality and accuracy by up to 115%.

Data Science & ML

Incentive Prompting & AI Optimization

Enhances AI response quality by 45-115% using research-backed techniques like monetary framing, expert personas, and step-by-step reasoning.

Data Science & ML

LLM Fundamentals & Architecture

Simplifies Large Language Model integration by providing expert guidance on transformer architecture, tokenization, and inference optimization.

Data Science & ML

LLM Evaluation Metrics

Measures and optimizes Large Language Model performance through systematic quality frameworks, benchmarks, and hallucination detection.

Data Science & ML

Fine-Tuning AI Models

Adapts and optimizes Large Language Models using LoRA, QLoRA, and instruction tuning for domain-specific applications.

Data Science & ML

Model Deployment

Deploys and optimizes large language models using production-grade frameworks like vLLM, TGI, and FastAPI.

Data Science & ML

RAG Systems Builder

Builds production-grade Retrieval Augmented Generation pipelines with vector search, hybrid retrieval, and advanced re-ranking strategies.

Data Science & ML

Vector Database Master

Optimizes vector storage and retrieval strategies for high-performance AI applications and semantic search.

Data Science & ML

Agent Frameworks & Orchestration

Develops autonomous AI agents and multi-agent systems using industry-standard frameworks like LangChain, CrewAI, and AutoGen.

Data Science & ML

Prompt Engineering Toolkit

Optimizes Large Language Model performance through expert prompt design, few-shot learning, and advanced reasoning patterns.

Data Science & ML

Flow Nexus Neural

Trains and deploys complex neural networks across distributed E2B sandbox environments directly within Claude.

Data Science & ML

ReasoningBank with AgentDB

Implements high-performance adaptive learning and experience replay for AI agents using AgentDB's ultra-fast vector storage.

Data Science & ML

AgentDB Memory Patterns

Implements high-performance persistent memory and learning patterns for AI agents using AgentDB.

Data Science & ML

Flow Nexus Swarm Orchestrator

Deploys and manages cloud-based AI agent swarms using event-driven workflow automation and intelligent coordination.

Data Science & ML

AI Chain Modularization Planner

Generates structured plans to decompose complex AI include chains into modular, reusable components.

Data Science & ML

Rubato Composer: Mathematical Music Theory

Integrates Guerino Mazzola's Topos of Music framework to enable categorical music analysis and mathematical composition.

Data Science & ML

Rubato Composer Integration

Integrates Guerino Mazzola's mathematical music theory and the Topos of Music framework into Claude for advanced computational composition.

Data Science & ML

C++20 Numerical Patterns

Provides standardized C++20 implementations for high-performance numerical computing, matrix operations, and parallel I/O.

Data Science & ML

ENA Bioinformatics & Genomics Data

Accesses and retrieves nucleotide sequences, raw reads, and genome assemblies from the European Nucleotide Archive (ENA) via REST APIs and FTP.

Data Science & ML

Research Question Refiner

Transforms vague research interests into concrete, actionable, and tractable research questions with a systematic feasibility analysis.

Data Science & ML

Google ADK Python

Builds, evaluates, and deploys code-first AI agents and multi-agent systems using Google's Agent Development Kit.

Data Science & ML

Implement Paper From Scratch

Guides developers through the methodical, step-by-step implementation of research papers to ensure deep understanding and reproducible results.

Data Science & ML

Race Strategy Builder

Generates optimized race-day pacing and fueling strategies tailored to individual fitness levels and specific course topography.

Data Science & ML

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