Data Science & ML Claude 技能

Academic Research Engineer

Applies uncompromising scientific rigor and theoretical correctness to complex software engineering and high-performance computing tasks.

Academic Research Engineer

Enforces absolute scientific rigor and theoretical correctness in software engineering and implementation tasks.

BlockRun LLM Bridge

Extends Claude with real-time X/Twitter data, DALL-E image generation, and multi-model reasoning via a decentralized micropayment wallet.

CrewAI Multi-Agent Orchestrator

Designs and orchestrates collaborative AI agent teams using the CrewAI framework for complex, role-based workflows.

BlockRun

Expands Claude's capabilities with image generation, real-time X/Twitter data, and access to external LLMs via autonomous micropayments.

AI Agent Architect

Designs and builds autonomous AI systems with sophisticated tool use, memory management, and multi-agent orchestration.

Academic Research Engineer

Applies uncompromising scientific rigor and theoretical correctness to complex software engineering and high-performance implementation challenges.

Voice Agent Architect

Architects high-performance voice AI systems with optimized latency, natural turn-taking, and robust speech-to-speech workflows.

Excel & Financial Modeling

Automates the creation, editing, and analysis of professional Excel spreadsheets with dynamic formulas and industry-standard financial formatting.

Prompt Engineering Patterns

Optimizes LLM performance and reliability using advanced prompting strategies, reasoning patterns, and systematic optimization techniques.

BlockRun AI Multi-Model Bridge

Extends Claude’s capabilities with real-time X/Twitter data, autonomous image generation, and access to external LLMs through integrated micropayments.

Scientific Literature Reviewer

Automates systematic literature reviews by searching academic databases, synthesizing findings, and generating publication-ready documents with verified citations.

Scientific Research Lookup

Conducts real-time academic research and literature reviews using Perplexity’s advanced Sonar models with automated citation generation.

Claude Prompt Caching

Optimizes LLM performance and reduces API costs by implementing advanced prefix, response, and Cache Augmented Generation strategies.

AI Product Engineering

Builds production-grade AI features using robust LLM integration patterns, prompt versioning, and cost-optimized RAG architectures.

AI Product Engineering

Implements production-grade LLM integration patterns, scalable prompt engineering, and cost-optimized AI architectures.

Excel & Spreadsheet Automation

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and financial modeling standards.

Prompt Caching Strategies

Optimizes LLM performance and reduces operational costs by implementing advanced caching patterns like Anthropic prompt caching and Cache Augmented Generation (CAG).

LLM Prompt Caching Specialist

Optimizes AI performance and reduces operational costs by implementing strategic prompt caching, response caching, and Cache Augmented Generation (CAG) patterns.

Advanced Excel & Spreadsheet Automation

Creates, edits, and analyzes complex Excel spreadsheets with support for dynamic formulas, financial modeling standards, and automated data visualization.

Ray Data Development

Streamlines the development, testing, and deployment of large-scale Ray Data jobs for distributed ML workloads.

Autonomous Agent Architect

Builds reliable AI agents using robust patterns like ReAct and Plan-Execute while prioritizing guardrails and self-correction.

Excel & Spreadsheet Management

Enables Claude to create, edit, and analyze professional Excel spreadsheets with advanced formulas, financial modeling standards, and automated recalculation.

Slurm GPU Cluster Management

Manages GPU-accelerated workloads on Slurm clusters using Apptainer containers for training and inference.

X Recommendation Data Signals

Decodes and analyzes the core architectural signals of the X recommendation engine, including SimClusters, RealGraph, and TweepCred.

Local LLM Management

Manages local Ollama LLM models for development, testing, and VRAM optimization within Claude Code workflows.

Excel & Spreadsheet Assistant

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

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.

SimPy Simulation Engine

Builds process-based discrete-event simulations in Python to model complex systems, resource contention, and queue behaviors.

Data Sleuth

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