Data Science & ML Claudeスキル

Conversation Memory

Implements persistent, tiered memory systems to help AI agents maintain long-term context and entity relationships.

Data Sleuth

Uncovers hidden patterns, non-obvious correlations, and behavioral signals within complex datasets using investigative analysis techniques.

Fal.ai Model Cataloger

Automates the addition of new fal.ai models to the Renku pricing catalog by fetching schemas and researching real-time pricing data.

Excel & Spreadsheet Assistant

Creates, edits, and analyzes complex Excel spreadsheets with professional financial modeling standards and automated formula verification.

D3.js Data Visualization

Creates interactive, publication-quality data visualizations and custom SVG graphics using D3.js.

LLM Application Patterns

Implements production-ready architectures for LLM applications, including RAG pipelines, autonomous agents, and prompt engineering workflows.

Academic Research Engineer

Enforces scientific rigor and theoretical correctness in software engineering tasks, prioritizing high-performance implementation and formal verification.

D3.js Visualization Expert

Builds sophisticated, interactive data visualizations and custom charts using d3.js across any JavaScript environment.

Academic Research Engineer

Applies uncompromising scientific rigor and formal verification to bridge the gap between theoretical computer science and high-performance implementation.

AI Product Engineering

Integrates production-grade AI capabilities using optimized LLM patterns, structured outputs, and cost-efficient architectures.

AI Agents Architect

Architects and implements autonomous AI agent systems using advanced tool-use patterns, memory strategies, and multi-agent orchestration.

LLM Application Patterns

Provides production-ready architectural patterns and implementation guides for building advanced LLM applications, RAG pipelines, and AI agents.

Academic Research Engineer

Applies uncompromising scientific rigor and formal verification to deliver high-performance, mathematically correct software implementations.

AI Agents Architect

Designs and builds robust autonomous AI agent systems using sophisticated planning, memory, and tool-calling architectures.

Prompt Engineer

Optimizes Large Language Model performance through expert-level prompt architecture, systematic evaluation, and structured instruction design.

D3.js Data Visualization

Generates interactive, publication-quality data visualizations using the D3.js library across any JavaScript environment.

Voice AI Architect

Architects and implements high-performance, low-latency voice agents for natural human-AI interaction.

AI Agent Architect

Designs and builds autonomous AI agents using sophisticated tool use, memory systems, and multi-agent orchestration patterns.

AI Product Engineering

Develops production-grade AI features using robust LLM integration patterns, RAG architecture, and cost-effective prompt engineering.

Atlas Persistent Memory

Manages persistent semantic memory and knowledge graph integration for AI agents to maintain context across sessions.

Microsoft Agent Type Implementation

Implements and configures specialized agent types within the Microsoft Agent Framework for diverse conversational and workflow-driven AI applications.

Microsoft Agent Patterns

Orchestrates complex multi-agent systems using Microsoft Agent Framework patterns like AutoGen and Semantic Kernel.

AgentsDB Learning Patterns

Implements self-learning agent workflows by tracking operational trajectories and recognizing successful automation patterns.

Innovation Experiment Designer

Transforms high-level innovation PRDs into actionable experiment plans with specific hypotheses, success metrics, and evaluation strategies.

Microsoft Agent DevUI

Provides an interactive local development and debugging interface for testing Microsoft Agent Framework agents.

Innovation Agent Architect

Proposes high-level multi-agent and workflow architectures for CustomGPT.ai Labs projects to streamline the path from PRD to production.

ATS Criteria Extraction

Extracts structured recruitment data from CVs for automated processing and ATS integration.

Reasoning Pentad (V2)

Implements a high-dimensional reasoning framework using simultaneous generators and the Dokkado Protocol for rigorous theoretical derivation.

CV-JD Matching Baseline

Implements rule-based resume and job description matching with deterministic scoring and detailed explainability.

Voice AI Development

Builds high-performance, low-latency voice AI applications and real-time agents using industry-standard APIs and protocols.